<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Res Protoc</journal-id><journal-id journal-id-type="publisher-id">ResProt</journal-id><journal-id journal-id-type="index">5</journal-id><journal-title>JMIR Research Protocols</journal-title><abbrev-journal-title>JMIR Res Protoc</abbrev-journal-title><issn pub-type="epub">1929-0748</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v15i1e86667</article-id><article-id pub-id-type="doi">10.2196/86667</article-id><article-categories><subj-group subj-group-type="heading"><subject>Protocol</subject></subj-group></article-categories><title-group><article-title>Tailored Text Messaging Intervention to Improve Self-Care in Patients With Heart Failure (Text4HF): Protocol for a Pilot Randomized Controlled Trial</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Leigh</surname><given-names>Jonathan W</given-names></name><degrees>MPH, MS</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Pressler</surname><given-names>Susan J</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Gerber</surname><given-names>Ben S</given-names></name><degrees>MD, MPH</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Kansal</surname><given-names>Mayank</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Cajita</surname><given-names>Mia</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff5">5</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Kitsiou</surname><given-names>Spyros</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib></contrib-group><aff id="aff1"><institution>Department of Biomedical and Health Information Sciences, College of Applied Health Sciences, University of Illinois Chicago</institution><addr-line>1919 W. Taylor St., 250 AHSB, MC 530</addr-line><addr-line>Chicago</addr-line><addr-line>IL</addr-line><country>United States</country></aff><aff id="aff2"><institution>School of Nursing, Indiana University</institution><addr-line>Indianapolis</addr-line><addr-line>IN</addr-line><country>United States</country></aff><aff id="aff3"><institution>University of Massachusetts Chan School of Medicine</institution><addr-line>Worcester</addr-line><addr-line>MA</addr-line><country>United States</country></aff><aff id="aff4"><institution>Department of Medicine, Division of Cardiology, University of Illinois Chicago</institution><addr-line>Chicago</addr-line><addr-line>IL</addr-line><country>United States</country></aff><aff id="aff5"><institution>Department of Biobehavioral Nursing Science, College of Nursing, University of Illinois Chicago</institution><addr-line>Chicago</addr-line><addr-line>IL</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Schwartz</surname><given-names>Amy</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Garfein</surname><given-names>Richard</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Jonathan W Leigh, MPH, MS, Department of Biomedical and Health Information Sciences, College of Applied Health Sciences, University of Illinois Chicago, 1919 W. Taylor St., 250 AHSB, MC 530, Chicago, IL, 60612, United States, 1 312-996-7337, 1 312-996-8342; <email>leighj@uic.edu</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>24</day><month>7</month><year>2026</year></pub-date><volume>15</volume><elocation-id>e86667</elocation-id><history><date date-type="received"><day>30</day><month>10</month><year>2025</year></date><date date-type="rev-recd"><day>11</day><month>06</month><year>2026</year></date><date date-type="accepted"><day>17</day><month>06</month><year>2026</year></date></history><copyright-statement>&#x00A9; Jonathan W Leigh, Susan J Pressler, Ben S Gerber, Mayank Kansal, Mia Cajita, Spyros Kitsiou. Originally published in JMIR Research Protocols (<ext-link ext-link-type="uri" xlink:href="https://www.researchprotocols.org">https://www.researchprotocols.org</ext-link>), 24.7.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Research Protocols, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://www.researchprotocols.org">https://www.researchprotocols.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://www.researchprotocols.org/2026/1/e86667"/><abstract><sec><title>Background</title><p>Heart failure (HF) is a major public health problem associated with frequent hospitalizations, high mortality, and substantial health care costs. Self-care is fundamental to improving health outcomes; yet, self-care is commonly poor among patients with HF. SMS text messaging interventions may provide a simple, scalable, and accessible strategy to support HF self-care, particularly among older adults who may face barriers to using more complex digital health technologies. However, the efficacy of text messaging as a standalone intervention for patients with HF remains underexplored.</p></sec><sec><title>Objective</title><p>This protocol paper describes the rationale and design of a pilot randomized controlled trial examining the feasibility, acceptability, and preliminary efficacy of an individually Tailored Text Messaging Intervention to Improve Self-Care in Adults with HF (Text4HF).</p></sec><sec sec-type="methods"><title>Methods</title><p>This study is a single-site, stage I, parallel-group randomized controlled trial. Participants (n=30) are community-dwelling adults aged 50 years or older with stage C HF and suboptimal self-care, defined as a score of 3 or less on at least 2 items of the Self-Care of Heart Failure Index (SCHFI v7.2). Participants are randomized (1:1) to either a 12-week tailored text messaging intervention (Text4HF) plus usual care or usual care alone. Text messages are triggered based on patient responses to validated instruments assessing evidence-based, modifiable behavioral factors of HF self-care. Feasibility (recruitment and retention) and acceptability of the intervention are assessed as key process outcomes. The main exploratory patient-reported outcome is HF self-care (SCHFI v7.2). Other patient-reported outcomes include medication adherence, adherence to a heart-healthy diet, HF knowledge, health-related quality of life, self-efficacy, and health beliefs.</p></sec><sec sec-type="results"><title>Results</title><p>This study was funded in June 2022, and participant recruitment began in September 2024. A total of 26 participants have been enrolled and randomized to the intervention (n=13) and control (n=13) groups. Participants have a mean age of 60 (SD 6.6) years, 46% (12/26) are female, and 73% (19/26) identify as non-Hispanic Black. Half of the participants are individuals with reduced ejection fraction. Study completion is anticipated in June 2026.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>This protocol describes an important step toward evaluating a scalable, low-cost text messaging intervention designed to improve self-care in patients with HF. Study findings will provide critical data on feasibility and acceptability to guide a future fully powered efficacy trial of Text4HF.</p></sec><sec><title>Trial Registration</title><p>Clinicaltrials.gov NCT06473532; https://clinicaltrials.gov/study/NCT06473532</p></sec><sec sec-type="registered-report"><title>International Registered Report Identifier (IRRID)</title><p>DERR1-10.2196/86667</p></sec></abstract><kwd-group><kwd>heart failure</kwd><kwd>mobile health</kwd><kwd>mHealth</kwd><kwd>randomized controlled trial</kwd><kwd>self-care</kwd><kwd>SMS</kwd><kwd>text messages</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><sec id="s1-1"><title>Background</title><p>Heart failure (HF) is a highly prevalent chronic condition and a leading cause of hospitalization and mortality among middle-aged and older adults (&#x2265;50 y) in the United States, contributing to a growing public health burden [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. An estimated 6.7 million Americans have HF, with projections expected to reach almost 9 million by 2030 [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>]. Epidemiological data indicate that HF disproportionately affects Black people, who experience a higher prevalence (approximately 4.1% compared with 2.8% among White adults), an earlier age of onset (often by a decade), and higher rates of HF-related hospitalization and mortality compared with other racial and ethnic groups [<xref ref-type="bibr" rid="ref2">2</xref>]. Despite advances in pharmacological and technological therapies, HF-related costs, readmissions, and mortality remain persistently high. Approximately 1 in 4 patients hospitalized for HF are readmitted within 30 days, with an average cost of US $18,000 per readmission [<xref ref-type="bibr" rid="ref4">4</xref>-<xref ref-type="bibr" rid="ref6">6</xref>]. These adverse outcomes place substantial strain on health care systems and increase the per capita economic burden of HF.</p><p>Evidence suggests that many hospital readmissions may be preventable if patients consistently engage in better HF self-care [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref12">12</xref>]. HF self-care is essential for patients with HF, and improving self-care remains a primary target of multidisciplinary HF management programs. Self-care is a dynamic, patient-centered decision-making process involving routine behaviors and actions that maintain physiological stability (self-care maintenance), facilitate symptom recognition (symptom perception), and guide responses to HF symptoms (self-care management) [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref14">14</xref>]. Clinical guidelines emphasize the central role of patient engagement in HF self-care to improve health outcomes [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref14">14</xref>]. HF self-care comprises several modifiable lifestyle behaviors, including taking medications as prescribed, following a heart-healthy diet, routinely monitoring for HF signs and symptoms (eg, edema, fatigue, and shortness of breath), and engaging regularly in physical activity [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref14">14</xref>]. Systematic reviews of interventions designed to improve HF self-care have demonstrated reductions in hospital readmissions and mortality, as well as improvements in health-related quality of life [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref12">12</xref>].</p><p>Despite these benefits, many patients struggle to adhere to guideline-directed self-care behaviors [<xref ref-type="bibr" rid="ref15">15</xref>-<xref ref-type="bibr" rid="ref18">18</xref>]. Prior research has identified multiple determinants of poor HF self-care that can be broadly categorized into modifiable behavioral factors and contextual factors. Modifiable behavioral factors include health beliefs, inadequate knowledge about HF and self-care [<xref ref-type="bibr" rid="ref19">19</xref>-<xref ref-type="bibr" rid="ref21">21</xref>], low self-efficacy [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref22">22</xref>], forgetfulness [<xref ref-type="bibr" rid="ref23">23</xref>], and difficulty recognizing symptoms [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref24">24</xref>]. All of these factors are amenable to targeted behavioral interventions. Contextual factors such as socioeconomic and demographic disparities (eg, age, race or ethnicity, and education) as well as clinical characteristics (eg, comorbidities and HF functional status) further influence HF self-care capacity, with racial and ethnic minority populations experiencing disproportionately worse HF outcomes, including higher hospitalization and mortality rates [<xref ref-type="bibr" rid="ref25">25</xref>]. Although nurse-led patient education and discharge counseling interventions can effectively improve HF self-care, their broader implementation and reach are often limited by reliance on in-person delivery and substantial clinical resources, including staff time and availability. Outside the clinical setting, much of the responsibility for managing HF shifts to community-dwelling patients, who must perform complex self-care behaviors daily. Therefore, there is a critical need to develop and rigorously evaluate low-cost and scalable patient-centered interventions that target evidence-based modifiable behavioral factors of HF self-care, while accounting for broader contextual influences.</p><p>Mobile Health (mHealth) technologies including consumer-facing applications and wearables have shown promise for improving HF self-care and reducing hospitalizations [<xref ref-type="bibr" rid="ref26">26</xref>-<xref ref-type="bibr" rid="ref30">30</xref>]. Despite this, mHealth adoption and implementation barriers remain common. Patients frequently report challenges related to older age, low digital literacy, fear of new technology, and limited internet access [<xref ref-type="bibr" rid="ref31">31</xref>]. However, text messaging (TM), or SMS, represents an established and widely used mobile technology that is often overlooked within the broader scope of mHealth tools. Unlike application or device-based interventions, TM requires minimal technical expertise, does not depend on broadband connectivity, and can be delivered at low cost and on a large scale. These characteristics may be particularly relevant for community-dwelling adults with HF, many of whom are older and may face barriers to more complex digital platforms. In a cross-sectional survey of adults with HF (N=100) conducted at a large urban academic health system, 88% reported having an unlimited TM plan and 76% reported using TM regularly [<xref ref-type="bibr" rid="ref32">32</xref>]. Substantial evidence supports tailoring TM in interventions targeting modifiable self-management behaviors involving chronic conditions such as diabetes [<xref ref-type="bibr" rid="ref33">33</xref>-<xref ref-type="bibr" rid="ref35">35</xref>], hypertension [<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref38">38</xref>], and obesity [<xref ref-type="bibr" rid="ref39">39</xref>-<xref ref-type="bibr" rid="ref41">41</xref>]. In HF, minimal evidence exists of using tailoring in TM interventions [<xref ref-type="bibr" rid="ref42">42</xref>], but these interventions commonly involve mHealth apps requiring a higher level of technical acumen. Despite promising findings, individually tailored TM interventions targeting modifiable factors influencing HF self-care remain understudied as a standalone intervention. Given the need for low-cost, accessible, and scalable strategies to improve HF self-care, we developed the Tailored Text Messaging Intervention to Improve Self-Care in Patients with HF (Text4HF) study to evaluate the efficacy of a tailored TM intervention for adults with HF.</p></sec><sec id="s1-2"><title>Study Objectives</title><p>This study aims to determine the feasibility and acceptability of the Text4HF intervention in middle-aged and older adult patients (aged &#x2265;50 y) with HF. It also aims to explore the preliminary efficacy of the Text4HF intervention on HF self-care (primary outcome) and other secondary patient-reported outcomes such as health-related quality of life, medication adherence, heart-healthy diet, and HF knowledge. This trial will provide evidence for the development of a larger trial evaluating the effect of Text4HF on HF self-care.</p></sec></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design</title><p>The Text4HF study is a stage I, prospective, 2-arm, parallel-group, randomized controlled trial (RCT) in which middle-to-older age (&#x2265;50 y) adult patients (n=30) with HF are randomly assigned to either the control group or the Text4HF intervention group for 12 weeks [<xref ref-type="bibr" rid="ref43">43</xref>,<xref ref-type="bibr" rid="ref44">44</xref>]. The control group receives usual care, which comprises regular outpatient appointments at the HF clinic for the duration of the study. The intervention group, in addition to usual care, receives a program of individually tailored TM for 12 weeks, targeting modifiable behaviors that influence HF self-care. The follow-up period for the study is 12 weeks, with assessments occurring at baseline, 4 weeks, and 12 weeks. <xref ref-type="fig" rid="figure1">Figure 1</xref> depicts the study flow of participants: (1) eligibility screening, (2) informed consent, (3) baseline assessment, (4) randomization, (5) 4-week assessment, and (6) 12-week assessment. This protocol is reported in accordance with the Spirit guidelines (see appendix 2) [<xref ref-type="bibr" rid="ref45">45</xref>].</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Overview of the study design. Text4HF: Tailored Text Messaging Intervention to Improve Self-Care in Patients with Heart Failure.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="resprot_v15i1e86667_fig01.png"/></fig></sec><sec id="s2-2"><title>Population and Setting</title><p>This study enrolls patients with stage C HF who demonstrate suboptimal HF self-care. The eligibility criteria are summarized in <xref ref-type="other" rid="box1">Textbox 1</xref>. Participants are recruited from the University of Illinois Hospital and Health Sciences System (UI Health) in Chicago, Illinois. Potentially eligible patients are identified through the Epic electronic medical record system and are approached by trained research staff, who provide an overview of the study and assess interest in participation. Patients expressing interest undergo additional screening procedures, including the completion of the Self-Care Heart Failure Index (SCHFI) questionnaire [<xref ref-type="bibr" rid="ref46">46</xref>]. Patients who meet all the eligibility criteria are invited to provide written informed consent prior to study enrollment.</p><boxed-text id="box1"><title> Summary of eligibility criteria.</title><p><bold>Inclusion criteria</bold></p><list list-type="bullet"><list-item><p>Aged 50 years or older</p></list-item><list-item><p>Stage C heart failure (HF; structural heart disease with current or prior HF symptoms [<xref ref-type="bibr" rid="ref1">1</xref>])</p></list-item><list-item><p>Actively treated with loop diuretics</p></list-item><list-item><p>Own a mobile phone with TM plan</p></list-item><list-item><p>Ability to speak and read English</p></list-item><list-item><p>Suboptimal HF self-care (Self-Care Heart Failure Index score of 3 or less in at least 2 items of any subscale: Self-Care Maintenance, Symptom Perception, or Self-Management)</p></list-item></list><p><bold>Exclusion criteria</bold></p><list list-type="bullet"><list-item><p>Surgical aortic valve replacement, transcatheter aortic valve replacement, ventricular assist device, cardiac resynchronization therapy implantation, and/or heart transplantation scheduled within the next 3 months</p></list-item><list-item><p>coronary revascularization, and/or cardiac resynchronization therapy implantation within the last 30 days</p></list-item><list-item><p>Psychosis</p></list-item><list-item><p>Hospice or end-of-life care</p></list-item><list-item><p>Advanced renal disease (ie, estimated glomerular filtration rate&#x003C;25 or hemodialysis)</p></list-item><list-item><p>Cognitive impairment (ie, dementia and Alzheimer)</p></list-item><list-item><p>Unable to self-manage (take medication, bathe, use the toilet, and so on)</p></list-item><list-item><p>Currently living in a nursing home</p></list-item></list></boxed-text></sec><sec id="s2-3"><title>Randomization and Allocation Concealment</title><p>Following the completion of baseline assessments, enrolled participants are randomized in a 1:1 ratio to either the intervention or control group (n=15 per arm). The randomization sequence is preprogrammed in REDCap (Vanderbilt University) [<xref ref-type="bibr" rid="ref47">47</xref>] using permuted block randomization stratified by age. Allocation concealment is maintained through a secure, blinded assignment process implemented within the REDCap system. Participants are randomized sequentially in the order in which they complete the baseline assessments. To preserve the integrity of the randomization process, the REDCap system prevents any attempt to change participant assignments following allocation.</p></sec><sec id="s2-4"><title>Conceptual Framework</title><p>The Text4HF intervention is grounded in the Situation-Specific Theory of Heart Failure Self-Care [<xref ref-type="bibr" rid="ref13">13</xref>] and the Health Belief Model [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref49">49</xref>]. Guided by these theoretical models, the intervention targets key domains of HF self-care, including self-care maintenance (eg, medication adherence and heart-healthy diet), symptom monitoring (eg, weight changes), and self-care management (eg, seeking care and adjusting diet or loop-diuretics). The TMs are designed to influence the following evidence-based mechanisms of action associated with HF self-care: health beliefs (perceived benefits and barriers regarding HF self-care) [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref50">50</xref>-<xref ref-type="bibr" rid="ref52">52</xref>], self-efficacy [<xref ref-type="bibr" rid="ref53">53</xref>-<xref ref-type="bibr" rid="ref55">55</xref>], and HF knowledge [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref57">57</xref>]. Through these mechanisms of action, the intervention aims to improve the ability and confidence of patients with HF to engage in behaviors associated with adequate HF self-care, including medication adherence, dietary adherence, and self-monitoring behaviors. <xref ref-type="fig" rid="figure2">Figure 2</xref> illustrates the conceptual framework underlying the Text4HF intervention, including the proposed mechanisms of action, targeted self-care behaviors, and study outcomes.</p><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>Tailored Text Messaging Intervention to Improve Self-care in Patients with Heart Failure (Text4HF) conceptual framework.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="resprot_v15i1e86667_fig02.png"/></fig></sec><sec id="s2-5"><title>Intervention Development</title><p>Details about the development of the Text4HF intervention will be reported elsewhere. Briefly, the Text4HF intervention was developed based on the Heart Messages Program [<xref ref-type="bibr" rid="ref58">58</xref>] and the iCardia4HF intervention [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], incorporating the same evidence-based modifiable behavioral determinants of HF self-care (health beliefs, self-efficacy, and HF knowledge), validated assessment instruments, and tailoring strategies, while updating and expanding the TM library and tailoring algorithms to align with current HF clinical guidelines and to more comprehensively address medication adherence, heart-healthy diet, and symptom monitoring.</p><p>An interdisciplinary expert advisory team (n=5) with expertise in cardiology, cardiovascular nursing, behavioral TM interventions, and digital health was convened to guide the development of the intervention. The development of the TM library was guided by Kreuter&#x2019;s [<xref ref-type="bibr" rid="ref61">61</xref>] step-wise process for tailored health communication. First, the intervention target behaviors and mechanisms of action shown in the conceptual framework were identified. Second, validated instruments to assess these domains and guide message tailoring were selected. Third, we refined existing TMs from the Heart Messages and iCardia4HF intervention studies, and developed new messages informed by HF clinical guidelines [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref62">62</xref>], practical self-care recommendations [<xref ref-type="bibr" rid="ref14">14</xref>], and patient education resources [<xref ref-type="bibr" rid="ref63">63</xref>]. Fourth, new rule-based tailoring algorithms were created to link participant assessment responses to personalized TM delivery. The expert advisory team iteratively reviewed the messages to ensure clinical accuracy, behavioral relevance, and consistency with HF management recommendations. To enhance accessibility, all messages were written at approximately an eighth-grade reading level using the Flesch-Kincaid scale, consistent with recommendations for patient education materials [<xref ref-type="bibr" rid="ref64">64</xref>]. The final TM library consisted of approximately 220 messages linked to the intervention tailoring algorithms. The following section describes the structure, content, and tailoring approach of the Text4HF intervention.</p></sec><sec id="s2-6"><title>Text4HF Intervention Description</title><sec id="s2-6-1"><title>Overview</title><p>Participants randomized to the Text4HF intervention group receive 5 individually tailored TMs per week over 12 weeks, for a total of 60 messages, in addition to usual care. These messages are delivered at a time of their preference. The messages are designed to reinforce key HF self-care behaviors, including medication adherence, maintaining a heart-healthy diet, and monitoring symptoms, by addressing common misconceptions and barriers (health beliefs), improving HF knowledge, and increasing self-confidence (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). Participants complete a baseline assessment and an interim assessment at 4 weeks, coinciding with similar studies involving HF self-care [<xref ref-type="bibr" rid="ref42">42</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>]. Responses from the baseline assessment are used to determine the messages that will be sent for the first 4 weeks, while responses from the 4-week assessment are used to trigger the tailored messages for the remaining 8 weeks of the intervention.</p></sec><sec id="s2-6-2"><title>Tailoring Approach</title><p>Triggering and tailoring of the TMs are guided by participants&#x2019; responses to five validated instruments: (1) Beliefs About Medication Compliance Scale (BMCS); (2) Beliefs About Diet Compliance Scale (BDCS); (3) Beliefs About Self-Monitoring Scale (BSMS) [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>]; (4) Adherence to Refills and Medications Scale (ARMS) [<xref ref-type="bibr" rid="ref69">69</xref>]; and (5) Scale for Dietary Behavior in Heart Failure (SDBHF) [<xref ref-type="bibr" rid="ref70">70</xref>]. Tailoring is conducted using predetermined rule-based algorithms and scoring thresholds derived from the response scales of each instrument (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). For example, in <xref ref-type="table" rid="table1">Table 1</xref>, questions on the Health Beliefs Scales (BMCS, BDCS, and BSMS) are divided into perceived benefit and barrier questions. Each question is scored on a 5-point Likert scale ranging from 1 (&#x201C;strongly disagree&#x201D;) to 5 (&#x201C;strongly agree&#x201D;). Participants who respond with a score of 3 or more on a barrier question or 3 or less on a benefit question receive messages tailored to that specific barrier or benefit item (<xref ref-type="table" rid="table1">Table 1</xref>). If a participant scores more than 3 on a benefit question or less than 3 on a barrier question, then a message related to that item is not sent because it is presumed that the patient already understands the barriers or benefits identified in that question. The ARMS and SDBHF use a 4-point Likert scale. A cutoff of 2 or higher for regularly coded items and scores of 3 or less for reverse-coded items was used.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Tailored text message (TM) examples.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Assessment scale</td><td align="left" valign="bottom">Sample item</td><td align="left" valign="bottom" colspan="2">Algorithm</td><td align="left" valign="bottom">TM</td></tr><tr><td align="left" valign="top"/><td align="left" valign="top"/><td align="left" valign="top">TM</td><td align="left" valign="top">No TM</td><td align="left" valign="top"/></tr></thead><tbody><tr><td align="left" valign="top" colspan="5">Health beliefs</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>BMCS<bold><sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></bold></td><td align="left" valign="top">Taking water pills makes me wake up at night to go to the bathroom</td><td align="left" valign="top">Assessment scores of 3 (&#x201C;undecided&#x201D;), 4 (&#x201C;agree&#x201D;), or 5 (&#x201C;strongly agree&#x201D;)</td><td align="left" valign="top">Assessment scores of 1 (&#x201C;strongly disagree&#x201D;) and 2 (&#x201C;disagree&#x201D;)</td><td align="left" valign="top">People who take water pills often wake up at night to go to the bathroom. Check with your doctor or nurse to see if you can take your pills earlier as it is recommended to take water pills at least 6 hours before bedtime.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>BDCS<bold><sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup></bold></td><td align="left" valign="top">Food does not taste good on the low salt diet</td><td align="left" valign="top">Assessment scores of 3 (&#x201C;undecided&#x201D;), 4 (&#x201C;agree&#x201D;), or 5 (&#x201C;strongly agree&#x201D;)</td><td align="left" valign="top">Assessment scores of 1 (&#x201D;strongly disagree&#x201D;) and 2 (&#x201C;disagree&#x201D;)</td><td align="left" valign="top">Avoid herb or spice mixtures that contain salt or sodium. Use lemon, orange, pineapple juice, or fresh ground pepper for flavor.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>BMCS<bold><sup><xref ref-type="table-fn" rid="table1fn3">c</xref></sup></bold></td><td align="left" valign="top">Weighing myself everyday takes too much time</td><td align="left" valign="top">Assessment scores of 3 (&#x201C;undecided&#x201D;), 4 (&#x201C;agree&#x201D;), or 5 (&#x201C;strongly agree&#x201D;)</td><td align="left" valign="top">Assessment scores of 1 (&#x201C;strongly disagree&#x201D;) and 2 (&#x201C;disagree&#x201D;)</td><td align="left" valign="top">Set aside a few minutes every day to weigh yourself. It helps you find out if there is too much fluid in your body.</td></tr><tr><td align="left" valign="top" colspan="5">Medication adherence</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>ARMS<bold><sup><xref ref-type="table-fn" rid="table1fn4">d</xref></sup></bold></td><td align="left" valign="top">How often do you run out of medicine?</td><td align="left" valign="top">Assessment scores of 3 (&#x201C;undecided&#x201D;), 4 (&#x201C;agree&#x201D;), or 5 (&#x201C;strongly agree&#x201D;)</td><td align="left" valign="top">Assessment score of 1 (&#x201C;none of the time&#x201D;)</td><td align="left" valign="top">Take your medication at the same time as an activity you do every day such as cooking, brushing your teeth, or watching your favorite TV show.</td></tr><tr><td align="left" valign="top" colspan="5">Heart-healthy diet</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SDBHF<bold><sup><xref ref-type="table-fn" rid="table1fn5">e</xref></sup></bold></td><td align="left" valign="top">I add the soups I consume, the meals I eat and the fruits (vegetables and fruits with high water content) to the daily liquid consumption account.</td><td align="left" valign="top">Assessment scores of 1 (&#x201C;never&#x201D;), 2 (&#x201C;sometimes&#x201D;), or 3 (&#x201C;frequently&#x201D;)</td><td align="left" valign="top">&#x2003;Assessment score of 4 (&#x201C;always&#x201D;)</td><td align="left" valign="top">Fill a container with 2 liters (2000 cc) of water (or whatever your limit is for the day). Each time you drink/eat fluid, take the same amount of fluid out of the container. When the container is empty, you will know you have had your fluid limit for the day.</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>BMCS: Beliefs About Medication Compliance Scale.</p></fn><fn id="table1fn2"><p><sup>b</sup>BDCS: Beliefs About Diet Compliance Scale.</p></fn><fn id="table1fn3"><p><sup>c</sup>BSMS: Beliefs About Self-Monitoring Scale.</p></fn><fn id="table1fn4"><p><sup>d</sup>ARMS: Adherence to Refills and Medication Scale.</p></fn><fn id="table1fn5"><p><sup>e</sup>SDBHF: Scale of Diet Behavior in Heart Failure.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s2-6-3"><title>Text Message Prioritization</title><p>In cases where participants trigger more TMs than the total intervention dose of 60 messages over the 12-week intervention period, the tailoring algorithm is designed to prioritize TMs based on the degree of participant response to each Likert-scale assessment item. The most extreme responses indicative of greater self-care barriers or support needs are assigned higher priority levels, whereas less extreme responses are assigned medium or low priority levels. This prioritization approach is intended to ensure that participants receive TMs most relevant to their individual self-care needs. Examples of the prioritization process are provided in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>.</p></sec><sec id="s2-6-4"><title>Text Message Delivery</title><p>The TMs are programmed and sent via the iCardia (Kitsiou) [<xref ref-type="bibr" rid="ref71">71</xref>] platform by research staff within 24 hours of the completion of the assessments. Participants indicate a convenient time at which they would like to receive the messages 5 days per week. One sample item from each assessment and one example TM are shown in <xref ref-type="table" rid="table1">Table 1</xref>.</p></sec><sec id="s2-6-5"><title>Patient Safety Considerations</title><p>The Text4HF intervention is not intended to replace clinical care or function as a telehealth intervention. Participants are instructed to contact their health care provider or seek emergency medical care if they experience worsening symptoms or require urgent medical attention. Patients with HF may opt out of the TM at any time by texting "Stop," which is explained during the informed consent process.</p></sec></sec><sec id="s2-7"><title>Control Group (Usual Care) Description</title><p>Participants allocated to the control group receive standard outpatient care through the UI Health Heart Failure Clinic. Usual care includes routine follow-up visits with the HF care team, including HF cardiologists, advanced practice nurses, and clinical pharmacists. Follow-up visits typically occur every 3 to 6 months, depending on the condition of the patient with HF. During these visits, advanced practice providers assess and titrate current HF guideline-directed medications, care providers perform clinical assessments, optimize guideline-directed medical therapy, coordinate referrals, and follow-up care (ie, primary care and cardiac rehabilitation), provide posthospitalization management, and engage in ongoing treatment planning. Participants also receive patient-centered HF self-care education based on materials developed by the American Heart Association&#x2019;s Get With The Guidelines program [<xref ref-type="bibr" rid="ref62">62</xref>].</p></sec><sec id="s2-8"><title>Study Measures and Data Collection</title><sec id="s2-8-1"><title>Overview</title><p>Study measures are presented by the study aim in <xref ref-type="table" rid="table2">Table 2</xref>, which includes the outcome, the instrument or data collection tool, a description of each assessment, and the schedule of assessments.</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Measures, instruments, and assessment schedule.</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Outcomes</td><td align="left" valign="bottom">Instruments or data collection tool</td><td align="left" valign="bottom">Description</td><td align="left" valign="bottom">Schedule</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="4">Feasibility and acceptability measures (aim 1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Screening</td><td align="left" valign="top">REDCap-generated reports</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Number of patients screened for eligibility, proportion of screened patients who are eligible (eligibility rate), reasons for exclusion, and number of patients screened to identify one eligible participant.</p></list-item></list></td><td align="left" valign="top">Throughout the study</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Recruitment</td><td align="left" valign="top">REDCap-generated reports</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Number of participants invited to participate in the study.</p></list-item><list-item><p>Number of participants who declined participation.</p></list-item><list-item><p>Number of participants who signed the informed consent form.</p></list-item><list-item><p>Percentage of eligible patients who consent (enrollment rate).</p></list-item><list-item><p>Percentage of consented patients who complete baseline assessment and are randomized (randomization rate).</p></list-item><list-item><p>The time required to achieve the target sample size (expressed in months).</p></list-item><list-item><p>The number of participants enrolled per month (accrual rate).</p></list-item></list></td><td align="left" valign="top">Throughout the study</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Retention</td><td align="left" valign="top">REDCap-generated reports</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Proportion of participants who: complete the study (completion rate), voluntarily withdraw (withdrawal rate), and who are LTFU<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup> rate.</p></list-item></list></td><td align="left" valign="top">Throughout the study</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Intervention fidelity</td><td align="left" valign="top">iCardia system report; and TAM<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup> [<xref ref-type="bibr" rid="ref72">72</xref>] Survey (1-item self-report of messages read)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Percentage of TM<sup><xref ref-type="table-fn" rid="table2fn3">c</xref></sup> successfully delivered.</p></list-item><list-item><p>Participant postintervention self-report of overall TM read (none, some, about half, nearly all, or all).</p></list-item></list></td><td align="left" valign="top">Throughout the study</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Assessment completion</td><td align="left" valign="top">REDCap-generated reports</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Number of patients who completed 4-week and 12-week assessments.</p></list-item></list></td><td align="left" valign="top">Throughout the study</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Acceptance and satisfaction</td><td align="left" valign="top">TAM<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup> [<xref ref-type="bibr" rid="ref72">72</xref>] Survey (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>23-item questionnaire assessing perceived usefulness, satisfaction, and acceptance of the TM intervention</p></list-item></list></td><td align="left" valign="top">12 weeks</td></tr><tr><td align="left" valign="top" colspan="4">Patient-reported outcomes (aim 2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Self-care</td><td align="left" valign="top">SCHFI<sup><xref ref-type="table-fn" rid="table2fn4">d</xref></sup> v7.2 [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref73">73</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Self-reported self-care assessed with 3 subscales: Self-Care Maintenance, Symptom Perception, and Self-Care Management.</p></list-item><list-item><p>Subscale scores range from 0 to 100. A score of &#x2265;70 indicates adequate HF<sup><xref ref-type="table-fn" rid="table2fn5">e</xref></sup> self-care.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, and 12 weeks</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Medication adherence</td><td align="left" valign="top">ARMS<sup><xref ref-type="table-fn" rid="table2fn6">f</xref></sup> [<xref ref-type="bibr" rid="ref69">69</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>A 12-item, 4-point Likert medication adherence scale.</p></list-item><list-item><p>Lower total scores indicate better adherence.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, and 12 weeks</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Diet adherence</td><td align="left" valign="top">SDBHF<sup><xref ref-type="table-fn" rid="table2fn7">g</xref></sup> [<xref ref-type="bibr" rid="ref70">70</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>A 12-item, 4-point Likert diet adherence scale.</p></list-item><list-item><p>A total score less than 46 indicates lack of adherence to the diet guidelines.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, and 12 weeks</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Health-related quality of life</td><td align="left" valign="top">MLHFQ<sup><xref ref-type="table-fn" rid="table2fn8">h</xref></sup> [<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref75">75</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>A 21-item, 5-point Likert scale assessing HF symptoms and impact on quality of life.</p></list-item><list-item><p>Higher scores indicate lower quality of life.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, 12 weeks</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Self-care self-efficacy</td><td align="left" valign="top">SCSE<sup><xref ref-type="table-fn" rid="table2fn9">i</xref></sup> SCHFI subscale [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref73">73</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Measured with the SCHFI Self-Care Self-Efficacy Subscale (10 items). Scores range from 0 to 100.</p></list-item><list-item><p>A score of &#x2265;70 indicates adequate self-care efficacy.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, and 12 weeks</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>HF knowledge</td><td align="left" valign="top">AHFKT<sup><xref ref-type="table-fn" rid="table2fn10">j</xref></sup> [<xref ref-type="bibr" rid="ref76">76</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Assessed with the AHFKT, including 30-item multiple choice and yes or no questions.</p></list-item><list-item><p>The higher the score, the greater the HF knowledge.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, and 12 weeks</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Health beliefs</td><td align="left" valign="top">BDCS<sup><xref ref-type="table-fn" rid="table2fn11">k</xref></sup>, BMCS<sup><xref ref-type="table-fn" rid="table2fn12">l</xref></sup>, and BSMS<sup><xref ref-type="table-fn" rid="table2fn13">m</xref></sup> [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Self-reported HF health beliefs (benefits and barriers) assessed with 3 subscales (medication, low salt diet, and symptoms monitoring).</p></list-item><list-item><p>A total of 42 items and a 5-point Likert scale questionnaires.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, and 12 weeks</td></tr><tr><td align="left" valign="top" colspan="4">Demographics and clinical characteristics</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Adverse events</td><td align="left" valign="top">EHR<sup><xref ref-type="table-fn" rid="table2fn14">n</xref></sup></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Hospitalizations and emergency department visits.</p></list-item></list></td><td align="left" valign="top">Baseline, 4 weeks, and 12 weeks</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Clinical HF characteristics</td><td align="left" valign="top">EHR<sup><xref ref-type="table-fn" rid="table2fn14">n</xref></sup></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>NYHA<sup><xref ref-type="table-fn" rid="table2fn15">o</xref></sup> class and left ventricular ejection fraction, medications, HF etiology, and comorbidities.</p></list-item></list></td><td align="left" valign="top">Baseline</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Comorbidities</td><td align="left" valign="top">CCI<sup><xref ref-type="table-fn" rid="table2fn16">p</xref></sup> [<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref79">79</xref>] (EHR)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>The CCI is a calculator that derives a score to predict 10-year mortality rates.</p></list-item></list></td><td align="left" valign="top">Baseline</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Cognition</td><td align="left" valign="top">EHR<sup><xref ref-type="table-fn" rid="table2fn14">n</xref></sup></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Cognitive status abstracted from the EHR at screening.</p></list-item></list></td><td align="left" valign="top">Baseline</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Demographics</td><td align="left" valign="top">Self-report</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Age, employment, race or ethnicity, education, insurance status.</p></list-item></list></td><td align="left" valign="top">Baseline</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Depression</td><td align="left" valign="top">PHQ-8<sup><xref ref-type="table-fn" rid="table2fn17">q</xref></sup> [<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref81">81</xref>] (self-report)</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>PHQ-8 is a validated questionnaire to assess depressive symptoms.</p></list-item></list></td><td align="left" valign="top">Baseline</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>LTFU: lost-to-follow-up.</p></fn><fn id="table2fn2"><p><sup>b</sup>TAM: Technology Acceptance Model Questionnaire.</p></fn><fn id="table2fn3"><p><sup>c</sup>TM: text messaging.</p></fn><fn id="table2fn4"><p><sup>d</sup>SCHFI: Self-Care Heart Failure Index.</p></fn><fn id="table2fn5"><p><sup>e</sup>HF: heart failure.</p></fn><fn id="table2fn6"><p><sup>f</sup>ARMS: Adherence to Medication Scale.</p></fn><fn id="table2fn7"><p><sup>g</sup>SDBHF: Scale for Diet Behavior in Heart Failure.</p></fn><fn id="table2fn8"><p><sup>h</sup>MLHFQ: Minnesota Living with Heart Failure Questionnaire.</p></fn><fn id="table2fn9"><p><sup>i</sup>SCSE: Self-Care Self-Efficacy.</p></fn><fn id="table2fn10"><p><sup>j</sup>AHFKT: Atlanta Heart Failure Knowledge Test.</p></fn><fn id="table2fn11"><p><sup>k</sup>BDCS: Beliefs About Diet Compliance Scale.</p></fn><fn id="table2fn12"><p><sup>l</sup>BMCS: Beliefs About Medication Compliance Scale.</p></fn><fn id="table2fn13"><p><sup>m</sup>BSMS: Beliefs About Self-Monitoring Scale.</p></fn><fn id="table2fn14"><p><sup>n</sup>EHR: electronic health record.</p></fn><fn id="table2fn15"><p><sup>o</sup>NYHA: New York Heart Association.</p></fn><fn id="table2fn16"><p><sup>p</sup>CCI: Charlson Comorbidity Index.</p></fn><fn id="table2fn17"><p><sup>q</sup>PHQ-8: Patient Health Questionnaire&#x2013;8.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s2-8-2"><title>Feasibility and Acceptability (Aim 1)</title><p>Feasibility will be assessed across 4 domains: screening, recruitment, retention, and intervention.</p><p>Screening feasibility refers to the practicality and efficiency of identifying eligible participants from the target population. Screening feasibility measures in our study include the total number of patients screened for eligibility, the proportion of screened patients who are eligible (eligibility rate), reasons for exclusion, and the number of individuals who must be screened to identify one eligible patient.</p><p>Recruitment feasibility evaluates the ability of the study team to successfully enroll eligible participants into the trial within the planned timeframe, using the planned recruitment methods. Recruitment feasibility measures in the Text4HF trial include the number of potential participants invited to participate in the study, those who declined participation, and those who provided informed consent; the percentage of eligible patients who consented (enrollment rate); the percentage of consented patients who provided consent, completed the baseline assessment, and were randomized (randomization rate); the time required to achieve the target sample size (expressed in months); and the number of participants enrolled per month (accrual rate).</p><p>Retention feasibility refers to the ability to keep enrolled participants in the study until the planned outcome assessments are completed. Retention feasibility is assessed in our trial by the proportion of randomized participants who remain in the study and complete the final follow-up assessment (completion rate). Additional measures of retention include the proportion of participants who voluntarily withdraw from the study (withdrawal rate) and the proportion of participants who are lost to follow-up (LTFU rate).</p><p>Intervention feasibility refers to the extent to which the TM intervention is delivered and received as intended by the study protocol. Intervention feasibility is assessed using 2 measures. The first measure is the percentage of TM successfully delivered, as determined by reports generated by the intervention delivery system (iCardia). The second measure is a self-report administered at the end of the intervention, which asks participants approximately how many of the study TM messages they received and read (none, some, about half, nearly all, or all).</p><p>Acceptability is assessed with an exit survey completed by all participants in the intervention group. The exit survey was developed solely for the purpose of this study and was adapted from the Technology Acceptance Model [<xref ref-type="bibr" rid="ref82">82</xref>]. We designed a 23-question self-reported survey involving 19 Likert scale questions and 4 open-ended free text questions. The questions gather information such as perceived usefulness, satisfaction, and intention to continue receiving TM. The open-ended questions focus on features of the TM intervention that participants liked or disliked.</p></sec><sec id="s2-8-3"><title>Patient-Reported Health Outcome Measures (Aim 2)</title><p>The primary outcome of interest is HF self-care, assessed with the SCHFI version 7.2 [<xref ref-type="bibr" rid="ref46">46</xref>] at baseline, 4 weeks, and 12 weeks. The SCHFI (29 items) has 3 subscales: Self-Care Maintenance (10 items), Symptom Perception (11 items), and Self-Care Management (8 items). Standardized scores in the SCHFI range from 0 to 100. A total score of 70 or more indicates adequate self-care [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref73">73</xref>].</p><p>Secondary patient-reported health outcomes include medication and refill adherence (ARMS), heart-healthy diet adherence (SDBHF), HF knowledge (Atlanta Heart Failure Knowledge Test [AHFKT]), health-related quality of life (Minnesota Living with Heart Failure Questionnaire [MLHFQ]), self-efficacy (Self-Care Self-Efficacy [SCSE]), and health beliefs (BDCS, BMCS, and BSMS) at baseline, 4 weeks, and 12 weeks.</p><p>As part of the safety protocol, the study team will review the EHR and record adverse events, serious adverse events, and unanticipated problems, including unplanned hospitalizations, emergency department visits, and mortality or death events for all enrolled participants.</p></sec><sec id="s2-8-4"><title>Demographics and Clinical Characteristics</title><p>Data collected will be a combination of self-reported information and data abstracted from electronic medical records. Demographic information includes the following (eg, name, date of birth, employment status, insurance, ethnicity, race, and education). Contact information includes address, telephone number, email address, HF clinical characteristics, such as New York Heart Association classification and left ventricular ejection fraction, will also be collected, along with medical history, past medical conditions and illnesses, medications, and hospitalizations. The Patient Health Questionnaire [<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref81">81</xref>] (8 items) will be used to assess depression status. Comorbid conditions will be collected and scored using the Charlson Comorbidity Index [<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref79">79</xref>] (which includes 19 comorbidities).</p></sec></sec><sec id="s2-9"><title>Statistical Analysis Plan</title><sec id="s2-9-1"><title>Sample Size Justification for a Pilot RCT</title><p>Given the pilot nature of this RCT, the sample size was not based on a formal-efficacy-powered calculation. Instead, it was determined based on feasibility considerations and estimation of preliminary outcome variability. The main objectives of the study are to evaluate the feasibility, acceptability, and preliminary effects of the Text4HF intervention and to generate estimates of variability and effect sizes to inform a future, fully powered trial. The primary patient-reported outcome is HF self-care, measured using the SCHFI, which yields continuous scale scores and can be used to estimate between-group differences, variability, and effect sizes for a future definitive trial. Consistent with recommendations for pilot RCTs involving continuous behavioral outcomes [<xref ref-type="bibr" rid="ref83">83</xref>,<xref ref-type="bibr" rid="ref84">84</xref>], we determined that we need to enroll 30 participants and randomize them equally between study arms (n=15 per group) to inform a 90% powered trial with an expected standardized effect size in the medium range (0.3&#x2264;<italic>d</italic>&#x003C;.7) [<xref ref-type="bibr" rid="ref84">84</xref>]. This sample size is appropriate for estimating feasibility parameters, retention, intervention acceptability, and preliminary changes in SCHFI scores, while also providing estimates of SCHFI variability and effect size needed to design a future fully powered trial. Assuming up to 20% attrition over 12 weeks, approximately 24 participants are expected to complete the 12-week follow-up assessment. The target sample size also balances methodological recommendations for pilot RCTs with the available study resources, timeline, and anticipated recruitment capacity.</p></sec><sec id="s2-9-2"><title>Analysis Plan</title><p>The primary analyses comparing the intervention and usual care groups will follow the intention-to-treat principle, whereby participants are analyzed according to the group to which they were originally randomized, regardless of intervention adherence or exposure.</p><p>Standard descriptive statistics will be used to describe recruitment and retention rates, participant characteristics, and intervention acceptability. Chi-square tests and <italic>t</italic> tests will be used to examine differences between the groups in exploratory patient-reported outcomes (<xref ref-type="table" rid="table2">Table 2</xref>). Cohen <italic>d</italic> effect sizes will be used to evaluate the preliminary effect of the text messages on HF self-care measures as assessed by the SCHFI (<xref ref-type="table" rid="table2">Table 2</xref>). The significance level will be set at less than .05 for all analyses.</p></sec></sec><sec id="s2-10"><title>Data Collection and Management Procedures</title><p>This study uses three systems for data collection and intervention delivery: (1) REDCap, (2) Epic, and (3) iCardia. The REDCap database is used for documenting screening, enrollment, and storing intervention-related data. The Epic UI Health electronic health records system is used to abstract clinical data and document informed consent from enrolled participants. iCardia [<xref ref-type="bibr" rid="ref71">71</xref>] is a secure, internet-based application that was developed at the university and is used to program and send TM. All data are verified, cleaned, and analyzed using SPSS (version 30.0; IBM Corp).</p></sec><sec id="s2-11"><title>Ethical Considerations</title><p>The study is conducted in accordance with the Declaration of Helsinki, the International Council for Harmonization (Good Clinical Practice), and the laws and local regulations applicable in the United States. The study is approved by the Institutional Review Board (IRB protocol #2022&#x2010;0704) and is registered at ClinicalTrials.gov. Appropriate IRB waivers for electronic medical record review and research participant recruitment were granted by the University of Illinois Chicago IRB. Trained research assistants obtain informed consent using the REDCap [<xref ref-type="bibr" rid="ref47">47</xref>] eConsent Framework once eligibility and patient interest are confirmed. Trained research assistants obtain informed consent via the REDCap [<xref ref-type="bibr" rid="ref47">47</xref>] electronic consenting platform once eligibility and patient interest are confirmed. As part of our safety monitoring protocol, we record all hospital admissions, emergency room visits, and deaths. These events are documented in the study record by a study team member. Participants receive US $30 per study visit as compensation for their time and effort for a total of US $60 if both assessments are completed.</p><p>To protect the privacy of study participants and to maintain the confidentiality of the data, all datasets created in this study are stored electronically in secure, password-protected, and encrypted databases. All human participants are assigned a Subject ID code in REDCap, which is used during data collection throughout the study. All computerized and database systems used in this study for data collection and analysis are password-protected and encrypted, and will be accessible only to the University of Illinois Chicago key research personnel.</p></sec><sec id="s2-12"><title>Dissemination Plan</title><p>The findings from this trial will be disseminated at a conference as a poster or oral presentation, as well as through a manuscript that will be published in an open access, peer-reviewed journal.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><p>This trial is funded by the Midwest Roybal Center for Health Promotion and Translation in June 2022 and received approval from the University of Illinois Chicago IRB. Start-up activities were completed by August 2024, including obtaining IRB approval, creating data collection instruments, developing the TM library, and testing the TM algorithm. Recruitment began in September 2024. Overall, 26 participants have enrolled in the study and have been randomized to the intervention group (n=13) and the control group (n=13). The mean age of participants is 60 (SD 6.62) years, and 46% (12/26) are female. Regarding self-identified race, 73% (19/26) are non-Hispanic Black. The majority of the patients are clinically evaluated as NYHA Class II (19/26, 73%), with 50% (13/26) diagnosed with reduced ejection fraction. The estimated completion date of the study is June 30, 2026. Results of the study are expected to be published later this year or in 2027.</p></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Anticipated Findings</title><p>Although TM has demonstrated effectiveness in self-management interventions, such as diabetes, hypertension, and obesity, evidence as a standalone study in individuals with HF is limited. Many of these studies on self-management are deployed in conjunction with remote patient monitoring. The Text4HF trial aims to address an important gap in the literature by providing preliminary evidence on the feasibility and efficacy of individually tailored text messages as a standalone intervention for improving self-care in middle-aged and older adult patients with HF. Given the potential for scalability, reach, and low cost of TM, this approach could evolve into a paradigm shift where TM could be deployed in an HF clinic. The study is not powered to establish efficacy; rather, it is intended to generate estimates of effect size and variability that will inform the design of a future fully powered RCT. We anticipate the study will demonstrate feasibility with recruitment and retention rates greater than 80%. Acceptability will be demonstrated with high rates of patient satisfaction and preliminary improvements in HF self-care compared with usual care.</p></sec><sec id="s4-2"><title>Comparison With Prior Work</title><p>In 2019, Chen et al [<xref ref-type="bibr" rid="ref85">85</xref>] conducted a large (n=767) RCT in China that provided one-way, Heart Failure Society of America-based, educational TMs for a month to patients recently discharged from a HF-related hospitalization [<xref ref-type="bibr" rid="ref40">40</xref>]. While the Chen et al [<xref ref-type="bibr" rid="ref85">85</xref>] study illustrated that this approach is feasible and cost-saving, the messages were not individually tailored. iCardia4HF [<xref ref-type="bibr" rid="ref42">42</xref>] was a complex, multicomponent mHealth intervention that included several Bluetooth-enabled devices and mobile apps, along with individually tailored TMs. The TMs created in iCardia4HF were based on the Heart Messages program [<xref ref-type="bibr" rid="ref43">43</xref>] and focused on 3 critical domains: adherence to loop diuretics, a low-sodium diet, and self-monitoring of weight and edema. However, there is a need to further enhance and expand the existing messages. The messages should holistically address unhealthy lifestyle behaviors and ensure that the program aligns with the latest clinical guidelines for patients with HF. Additionally, it is equally important to assess the independent effect of individually tailored TMs to improve HF self-care as a standalone intervention.</p><p>Cornelius et al [<xref ref-type="bibr" rid="ref86">86</xref>] targeted patients with HF in a small (n=30) randomized controlled pilot study involving urban patients who were provided with 2-way TM reminders to improve depression and anxiety [<xref ref-type="bibr" rid="ref87">87</xref>]. However, TMs were used to deliver questions for the reinforcement of cognitive behavioral therapy sessions and did not include self-care related content.</p><p>The MESSAGE-HF was a large (n=699) RCT involving TM in conjunction with nurse-led telemonitoring [<xref ref-type="bibr" rid="ref88">88</xref>]. The dose (frequency) of messages was adjusted based on the telemonitoring feedback. However, the authors reported no clinically meaningful changes in clinical laboratory levels, mortality, or hospitalizations [<xref ref-type="bibr" rid="ref88">88</xref>].</p></sec><sec id="s4-3"><title>Strengths</title><p>TM is widely used and has the potential to meet the needs of patients with varying levels of technology literacy. Prior studies of TM interventions have used a one-size-fits-all approach where all patients receive a fixed dose of messages regardless of their health beliefs, knowledge of their condition, or experience with self-care. Personalization or tailoring of the messages is usually centered on including participants&#x2019; names or using other surface-level approaches. Only one other study, iCardia4HF, has used this methodology to improve self-care behavior, but it combined TM with multiple mHealth apps and connected health devices, making it difficult to assess the effects of TM as a standalone intervention [<xref ref-type="bibr" rid="ref59">59</xref>].</p><p>The patient population demographics in the Text4HF study are approximately 80% Black or African American, 10% Hispanic or Latinx, and 10% White. This study will provide valuable data on addressing gaps in research with respect to enrolling older, low-income Black or African American patients with HF who carry the highest risk of hospitalization, morbidity, and mortality [<xref ref-type="bibr" rid="ref17">17</xref>]. Additionally, women have traditionally been underrepresented in HF research [<xref ref-type="bibr" rid="ref89">89</xref>-<xref ref-type="bibr" rid="ref92">92</xref>], and this study is well-positioned to address these gaps.</p><p>The Text4HF study has the potential to address the needs of patients with HF through a simple, low-technological, yet sophisticated intervention. Improvements in patient HF self-care among patients using existing technology represent an exciting way to reach patients in the community with a low-cost solution.</p></sec><sec id="s4-4"><title>Limitations</title><p>This study has a few limitations. First, this is a single-site pilot study recruiting participants from an urban academic hospital setting. The population consists predominantly of patients from racial and ethnic minority groups and may not be generalizable to other demographic populations. Second, perceptions may play a role in the results because they are based on patient-reported outcomes (self-care), and the lack of blinding may contribute to performance bias. Therefore, since this is a stage I behavior change intervention, the results on the preliminary effect of the intervention on exploratory patient-reported outcomes from this study should be interpreted cautiously.</p></sec><sec id="s4-5"><title>Future Directions</title><p>The Text4HF intervention will provide data on feasibility, acceptability, and preliminary efficacy to refine the study for a larger clinical trial in the future. Future work involving TM in HF may provide the basis for deploying this methodology into clinical practice.</p></sec></sec></body><back><ack><p>No generative AI tools were used.</p></ack><notes><sec><title>Funding</title><p>This work is supported by the Midwest Roybal Center for Health Promotion and Translation.</p></sec><sec><title>Data Availability</title><p>The datasets generated or analyzed during this study are available from the corresponding author upon reasonable request.</p></sec></notes><fn-group><fn fn-type="con"><p>Conceptualization: JWL, SK</p><p>Data curation: JWL</p><p>Formal analysis: JWL, SK</p><p>Funding acquisition: JWL, SK</p><p>Investigation: JWL, SK</p><p>Methodology: JWL, SJP, BSG, MK, MC, SK</p><p>Project administration: JWL, SK</p><p>ResourcesSK Software: iCardia, Twilio</p><p>Supervision: SK</p><p>Validation: JWL, SK</p><p>Visualization: JWL, SK</p><p>Writing &#x2013; original draft: JWL, SK</p><p>Writing &#x2013; review &#x0026; editing: JWL, SJP, BSG, MK, MC, SK</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">AHFKT</term><def><p>Atlanta Heart Failure Knowledge Test</p></def></def-item><def-item><term id="abb2">ARMS</term><def><p>Adherence to Refills and Medications Scale</p></def></def-item><def-item><term id="abb3">BDCS</term><def><p>Beliefs About Diet Compliance Scale</p></def></def-item><def-item><term id="abb4">BMCS</term><def><p>Beliefs About Medication Compliance Scale</p></def></def-item><def-item><term id="abb5">BSMS</term><def><p>Beliefs About Self-Monitoring Scale</p></def></def-item><def-item><term id="abb6">HF</term><def><p>heart failure</p></def></def-item><def-item><term id="abb7">IRB</term><def><p>Institutional Review Board</p></def></def-item><def-item><term id="abb8">LTFU</term><def><p> lost-to-follow-up</p></def></def-item><def-item><term id="abb9">mHealth</term><def><p>mobile health</p></def></def-item><def-item><term id="abb10">MLHFQ</term><def><p>Minnesota Living with Heart Failure Questionnaire</p></def></def-item><def-item><term id="abb11">RCT</term><def><p>randomized controlled trial</p></def></def-item><def-item><term id="abb12">SCHFI</term><def><p>Self-Care Heart Failure Index</p></def></def-item><def-item><term id="abb13">SCSE</term><def><p>Self-Care Self-Efficacy</p></def></def-item><def-item><term id="abb14">SDBHF</term><def><p>Scale for Dietary Behavior in Heart Failure</p></def></def-item><def-item><term id="abb15">Text4HF</term><def><p>Tailored Text Messaging Intervention to Improve Self-Care in Patients with Heart Failure</p></def></def-item><def-item><term id="abb16">TM</term><def><p>text messaging</p></def></def-item><def-item><term id="abb17">UI Health</term><def><p>University of Illinois Hospital and Health Sciences System</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Heidenreich</surname><given-names>PA</given-names> </name><name name-style="western"><surname>Bozkurt</surname><given-names>B</given-names> </name><name name-style="western"><surname>Aguilar</surname><given-names>D</given-names> </name><etal/></person-group><article-title>2022 AHA/ACC/HFSA guideline for the management of heart failure: a report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines</article-title><source>J Am Coll Cardiol</source><year>2022</year><month>05</month><day>3</day><volume>79</volume><issue>17</issue><fpage>e263</fpage><lpage>e421</lpage><pub-id pub-id-type="doi">10.1016/j.jacc.2021.12.012</pub-id><pub-id pub-id-type="medline">35379503</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><collab>Writing Committee Members</collab></person-group><article-title>HF STATS 2025: heart failure epidemiology and outcomes statistics an updated 2025 report from the Heart Failure Society of America</article-title><source>J Card Fail</source><year>2026</year><month>02</month><volume>32</volume><issue>2</issue><fpage>439</fpage><lpage>498</lpage><pub-id pub-id-type="doi">10.1016/j.cardfail.2025.07.007</pub-id><pub-id pub-id-type="medline">40987671</pub-id></nlm-citation></ref><ref id="ref3"><label>3</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bozkurt</surname><given-names>B</given-names> </name><name name-style="western"><surname>Ahmad</surname><given-names>T</given-names> </name><name name-style="western"><surname>Alexander</surname><given-names>K</given-names> </name><etal/></person-group><article-title>HF STATS 2024: heart failure epidemiology and outcomes statistics an updated 2024 report from the Heart Failure Society of America</article-title><source>J Card Fail</source><year>2025</year><month>01</month><volume>31</volume><issue>1</issue><fpage>66</fpage><lpage>116</lpage><pub-id pub-id-type="doi">10.1016/j.cardfail.2024.07.001</pub-id><pub-id pub-id-type="medline">39322534</pub-id></nlm-citation></ref><ref id="ref4"><label>4</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Khan</surname><given-names>MS</given-names> </name><name name-style="western"><surname>Sreenivasan</surname><given-names>J</given-names> </name><name name-style="western"><surname>Lateef</surname><given-names>N</given-names> </name><etal/></person-group><article-title>Trends in 30-and 90-day readmission rates for heart failure</article-title><source>Circ Heart Fail</source><year>2021</year><month>04</month><volume>14</volume><issue>4</issue><fpage>e008335</fpage><pub-id pub-id-type="doi">10.1161/CIRCHEARTFAILURE.121.008335</pub-id><pub-id pub-id-type="medline">33866827</pub-id></nlm-citation></ref><ref id="ref5"><label>5</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Tajeu</surname><given-names>GS</given-names> </name><name name-style="western"><surname>Ruiz-Negr&#x00F3;n</surname><given-names>N</given-names> </name><name name-style="western"><surname>Moran</surname><given-names>AE</given-names> </name><etal/></person-group><article-title>Cost of cardiovascular disease event and cardiovascular disease treatment-related complication hospitalizations in the United States</article-title><source>Circ Cardiovasc Qual Outcomes</source><year>2024</year><month>03</month><volume>17</volume><issue>3</issue><fpage>e009999</fpage><pub-id pub-id-type="doi">10.1161/CIRCOUTCOMES.123.009999</pub-id><pub-id pub-id-type="medline">38328916</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kazi</surname><given-names>DS</given-names> </name><name name-style="western"><surname>Elkind</surname><given-names>MSV</given-names> </name><name name-style="western"><surname>Deutsch</surname><given-names>A</given-names> </name><etal/></person-group><article-title>Forecasting the economic burden of cardiovascular disease and stroke in the United States through 2050: a presidential advisory from the American Heart Association</article-title><source>Circulation</source><year>2024</year><month>07</month><day>23</day><volume>150</volume><issue>4</issue><fpage>e89</fpage><lpage>e101</lpage><pub-id pub-id-type="doi">10.1161/CIR.0000000000001258</pub-id><pub-id pub-id-type="medline">38832515</pub-id></nlm-citation></ref><ref id="ref7"><label>7</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Chen</surname><given-names>CW</given-names> </name><name name-style="western"><surname>Wang</surname><given-names>TJ</given-names> </name><name name-style="western"><surname>Liu</surname><given-names>CY</given-names> </name><name name-style="western"><surname>Chuang</surname><given-names>YH</given-names> </name><name name-style="western"><surname>Su</surname><given-names>CC</given-names> </name><name name-style="western"><surname>Wu</surname><given-names>SFV</given-names> </name></person-group><article-title>Effectiveness of a nurse practitioner-led collaborative health care model on self-care, functional status, rehospitalization and medical costs in heart failure patients: a randomized controlled trial</article-title><source>Int J Nurs Stud</source><year>2025</year><month>02</month><volume>162</volume><fpage>104980</fpage><pub-id pub-id-type="doi">10.1016/j.ijnurstu.2024.104980</pub-id><pub-id pub-id-type="medline">39709786</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Riegel</surname><given-names>B</given-names> </name><name name-style="western"><surname>Moser</surname><given-names>DK</given-names> </name><name name-style="western"><surname>Anker</surname><given-names>SD</given-names> </name><etal/></person-group><article-title>State of the science: promoting self-care in persons with heart failure: a scientific statement from the American Heart Association</article-title><source>Circulation</source><year>2009</year><month>09</month><day>22</day><volume>120</volume><issue>12</issue><fpage>1141</fpage><lpage>1163</lpage><pub-id pub-id-type="doi">10.1161/CIRCULATIONAHA.109.192628</pub-id><pub-id pub-id-type="medline">19720935</pub-id></nlm-citation></ref><ref id="ref9"><label>9</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Zhao</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Chen</surname><given-names>C</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>J</given-names> </name><name name-style="western"><surname>Ye</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Fan</surname><given-names>X</given-names> </name></person-group><article-title>Effects of self-management interventions on heart failure: systematic review and meta-analysis of randomized controlled trials - reprint</article-title><source>Int J Nurs Stud</source><year>2021</year><month>04</month><volume>116</volume><fpage>103909</fpage><pub-id pub-id-type="doi">10.1016/j.ijnurstu.2021.103909</pub-id><pub-id pub-id-type="medline">33642066</pub-id></nlm-citation></ref><ref id="ref10"><label>10</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Liu</surname><given-names>S</given-names> </name><name name-style="western"><surname>Li</surname><given-names>J</given-names> </name><name name-style="western"><surname>Wan</surname><given-names>DY</given-names> </name><etal/></person-group><article-title>Effectiveness of eHealth self-management interventions in patients with heart failure: systematic review and meta-analysis</article-title><source>J Med Internet Res</source><year>2022</year><month>09</month><day>26</day><volume>24</volume><issue>9</issue><fpage>e38697</fpage><pub-id pub-id-type="doi">10.2196/38697</pub-id><pub-id pub-id-type="medline">36155484</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Alnomasy</surname><given-names>N</given-names> </name><name name-style="western"><surname>Still</surname><given-names>CH</given-names> </name></person-group><article-title>Nonpharmacological interventions for preventing rehospitalization among patients with heart failure: a systematic review and meta-analysis</article-title><source>SAGE Open Nurs</source><year>2023</year><volume>9</volume><fpage>23779608231209220</fpage><pub-id pub-id-type="doi">10.1177/23779608231209220</pub-id><pub-id pub-id-type="medline">37901613</pub-id></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sun</surname><given-names>B</given-names> </name><name name-style="western"><surname>Wang</surname><given-names>J</given-names> </name><name name-style="western"><surname>Dong</surname><given-names>J</given-names> </name><name name-style="western"><surname>Qin</surname><given-names>L</given-names> </name><name name-style="western"><surname>Xu</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Tian</surname><given-names>B</given-names> </name></person-group><article-title>The effect of distance education on self-care in patients with heart failure in the chronic or stable phase: a systematic review and meta-analysis</article-title><source>J Cardiovasc Nurs</source><year>2025</year><volume>40</volume><issue>1</issue><fpage>39</fpage><lpage>54</lpage><pub-id pub-id-type="doi">10.1097/JCN.0000000000001083</pub-id><pub-id pub-id-type="medline">38345533</pub-id></nlm-citation></ref><ref id="ref13"><label>13</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Riegel</surname><given-names>B</given-names> </name><name name-style="western"><surname>Dickson</surname><given-names>VV</given-names> </name><name name-style="western"><surname>Faulkner</surname><given-names>KM</given-names> </name></person-group><article-title>The situation-specific theory of heart failure self-care: revised and updated</article-title><source>J Cardiovasc Nurs</source><year>2016</year><volume>31</volume><issue>3</issue><fpage>226</fpage><lpage>235</lpage><pub-id pub-id-type="doi">10.1097/JCN.0000000000000244</pub-id><pub-id pub-id-type="medline">25774844</pub-id></nlm-citation></ref><ref id="ref14"><label>14</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Jaarsma</surname><given-names>T</given-names> </name><name name-style="western"><surname>Hill</surname><given-names>L</given-names> </name><name name-style="western"><surname>Bayes-Genis</surname><given-names>A</given-names> </name><etal/></person-group><article-title>Self-care of heart failure patients: practical management recommendations from the Heart Failure Association of the European Society of Cardiology</article-title><source>Eur J Heart Fail</source><year>2021</year><month>01</month><volume>23</volume><issue>1</issue><fpage>157</fpage><lpage>174</lpage><pub-id pub-id-type="doi">10.1002/ejhf.2008</pub-id><pub-id pub-id-type="medline">32945600</pub-id></nlm-citation></ref><ref id="ref15"><label>15</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hashimoto</surname><given-names>S</given-names> </name><name name-style="western"><surname>Kitakata</surname><given-names>H</given-names> </name><name name-style="western"><surname>Kohsaka</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Confidence in self-care after heart failure hospitalization</article-title><source>J Cardiol</source><year>2023</year><month>01</month><volume>81</volume><issue>1</issue><fpage>42</fpage><lpage>48</lpage><pub-id pub-id-type="doi">10.1016/j.jjcc.2022.10.001</pub-id><pub-id pub-id-type="medline">36241046</pub-id></nlm-citation></ref><ref id="ref16"><label>16</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Nelson</surname><given-names>MB</given-names> </name><name name-style="western"><surname>Gilbert</surname><given-names>ON</given-names> </name><name name-style="western"><surname>Duncan</surname><given-names>PW</given-names> </name><etal/></person-group><article-title>Intervention adherence in REHAB-HF: predictors and relationship with physical function, quality of life, and clinical events</article-title><source>J Am Heart Assoc</source><year>2022</year><month>06</month><day>7</day><volume>11</volume><issue>11</issue><fpage>e024246</fpage><pub-id pub-id-type="doi">10.1161/JAHA.121.024246</pub-id><pub-id pub-id-type="medline">35656973</pub-id></nlm-citation></ref><ref id="ref17"><label>17</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>El-Zein</surname><given-names>RS</given-names> </name><name name-style="western"><surname>Mohammed</surname><given-names>M</given-names> </name><name name-style="western"><surname>Nguyen</surname><given-names>DD</given-names> </name><etal/></person-group><article-title>Association of medication adherence and health status in heart failure with reduced ejection fraction: insights from the CHAMP-HF registry</article-title><source>Circ Cardiovasc Qual Outcomes</source><year>2024</year><month>09</month><volume>17</volume><issue>9</issue><fpage>e010211</fpage><pub-id pub-id-type="doi">10.1161/CIRCOUTCOMES.123.010211</pub-id><pub-id pub-id-type="medline">39045701</pub-id></nlm-citation></ref><ref id="ref18"><label>18</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kukulska</surname><given-names>A</given-names> </name><name name-style="western"><surname>Garwacka-Czachor</surname><given-names>E</given-names> </name></person-group><article-title>Assessment of adherence to treatment recommendations among patients with heart failure: a cross-sectional study</article-title><source>BMC Cardiovasc Disord</source><year>2024</year><month>07</month><day>4</day><volume>24</volume><issue>1</issue><fpage>337</fpage><pub-id pub-id-type="doi">10.1186/s12872-024-04001-y</pub-id><pub-id pub-id-type="medline">38965456</pub-id></nlm-citation></ref><ref id="ref19"><label>19</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Shropshire</surname><given-names>SJ</given-names> </name><name name-style="western"><surname>Fabbri</surname><given-names>M</given-names> </name><name name-style="western"><surname>Manemann</surname><given-names>SM</given-names> </name><etal/></person-group><article-title>Patient awareness of heart failure diagnosis: a community study</article-title><source>J Am Heart Assoc</source><year>2023</year><month>11</month><day>7</day><volume>12</volume><issue>21</issue><fpage>e029284</fpage><pub-id pub-id-type="doi">10.1161/JAHA.122.029284</pub-id><pub-id pub-id-type="medline">37929749</pub-id></nlm-citation></ref><ref id="ref20"><label>20</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>McDonagh</surname><given-names>TA</given-names> </name><name name-style="western"><surname>Metra</surname><given-names>M</given-names> </name><name name-style="western"><surname>Adamo</surname><given-names>M</given-names> </name><etal/></person-group><article-title>2021 ESC guidelines for the diagnosis and treatment of acute and chronic heart failure</article-title><source>Eur Heart J</source><year>2021</year><month>09</month><day>21</day><volume>42</volume><issue>36</issue><fpage>3599</fpage><lpage>3726</lpage><pub-id pub-id-type="doi">10.1093/eurheartj/ehab368</pub-id><pub-id pub-id-type="medline">34447992</pub-id></nlm-citation></ref><ref id="ref21"><label>21</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wu</surname><given-names>JR</given-names> </name><name name-style="western"><surname>Lin</surname><given-names>CY</given-names> </name><name name-style="western"><surname>Hammash</surname><given-names>M</given-names> </name><name name-style="western"><surname>Moser</surname><given-names>DK</given-names> </name></person-group><article-title>Heart failure knowledge, symptom perception, and symptom management in patients with heart failure</article-title><source>J Cardiovasc Nurs</source><year>2023</year><volume>38</volume><issue>4</issue><fpage>312</fpage><lpage>318</lpage><pub-id pub-id-type="doi">10.1097/JCN.0000000000000961</pub-id><pub-id pub-id-type="medline">36542682</pub-id></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Arapi</surname><given-names>A</given-names> </name><name name-style="western"><surname>Ad&#x00EB;raj</surname><given-names>S</given-names> </name><name name-style="western"><surname>Mazzotta</surname><given-names>R</given-names> </name><etal/></person-group><article-title>Self-care and self-efficacy in self-care behaviors of older adults with multiple chronic conditions living in low-middle income country: an observational study</article-title><source>BMC Nurs</source><year>2026</year><month>01</month><day>10</day><volume>25</volume><issue>1</issue><fpage>133</fpage><pub-id pub-id-type="doi">10.1186/s12912-026-04291-x</pub-id><pub-id pub-id-type="medline">41519743</pub-id></nlm-citation></ref><ref id="ref23"><label>23</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Huber</surname><given-names>M</given-names> </name><name name-style="western"><surname>Busch</surname><given-names>AK</given-names> </name><name name-style="western"><surname>Stalder-Ochsner</surname><given-names>I</given-names> </name><name name-style="western"><surname>Flammer</surname><given-names>AJ</given-names> </name><name name-style="western"><surname>Schmid-Mohler</surname><given-names>G</given-names> </name></person-group><article-title>Medication adherence in adults after hospitalization for heart failure: a cross-sectional study</article-title><source>Int J Cardiol Cardiovasc Risk Prev</source><year>2024</year><month>03</month><volume>20</volume><fpage>200234</fpage><pub-id pub-id-type="doi">10.1016/j.ijcrp.2023.200234</pub-id><pub-id pub-id-type="medline">38299126</pub-id></nlm-citation></ref><ref id="ref24"><label>24</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>&#x00D8;strem</surname><given-names>S</given-names> </name><name name-style="western"><surname>Str&#x00F6;mberg</surname><given-names>A</given-names> </name><name name-style="western"><surname>Gjeilo</surname><given-names>KH</given-names> </name><name name-style="western"><surname>Storm</surname><given-names>M</given-names> </name><name name-style="western"><surname>Morken</surname><given-names>IM</given-names> </name></person-group><article-title>The process of self-care in patients with heart failure after nurse-assisted remote patient monitoring: a qualitative longitudinal approach</article-title><source>Int J Nurs Stud Adv</source><year>2025</year><month>12</month><volume>9</volume><fpage>100426</fpage><pub-id pub-id-type="doi">10.1016/j.ijnsa.2025.100426</pub-id><pub-id pub-id-type="medline">41234674</pub-id></nlm-citation></ref><ref id="ref25"><label>25</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Riegel</surname><given-names>B</given-names> </name><name name-style="western"><surname>Dickson</surname><given-names>VV</given-names> </name><name name-style="western"><surname>Vellone</surname><given-names>E</given-names> </name></person-group><article-title>The situation-specific theory of heart failure self-care: an update on the problem, person, and environmental factors influencing heart failure self-care</article-title><source>J Cardiovasc Nurs</source><year>2022</year><volume>37</volume><issue>6</issue><fpage>515</fpage><lpage>529</lpage><pub-id pub-id-type="doi">10.1097/JCN.0000000000000919</pub-id><pub-id pub-id-type="medline">35482335</pub-id></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kobe</surname><given-names>EA</given-names> </name><name name-style="western"><surname>McVeigh</surname><given-names>T</given-names> </name><name name-style="western"><surname>Hameed</surname><given-names>I</given-names> </name><name name-style="western"><surname>Fudim</surname><given-names>M</given-names> </name></person-group><article-title>Heart failure remote monitoring: a review and implementation how-to</article-title><source>J Clin Med</source><year>2023</year><month>09</month><day>26</day><volume>12</volume><issue>19</issue><fpage>6200</fpage><pub-id pub-id-type="doi">10.3390/jcm12196200</pub-id><pub-id pub-id-type="medline">37834845</pub-id></nlm-citation></ref><ref id="ref27"><label>27</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rampengan</surname><given-names>D</given-names> </name><name name-style="western"><surname>Surya</surname><given-names>S</given-names> </name><name name-style="western"><surname>Saisa</surname><given-names>D</given-names> </name><etal/></person-group><article-title>eHealth-supported self-management and telemonitoring in heart failure: a systematic review and meta-analysis of randomized controlled trials</article-title><source>Heart Int</source><year>2025</year><volume>19</volume><issue>2</issue><fpage>35</fpage><lpage>47</lpage><pub-id pub-id-type="doi">10.17925/HI.2025.19.2.6</pub-id><pub-id pub-id-type="medline">41377645</pub-id></nlm-citation></ref><ref id="ref28"><label>28</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Strandberg</surname><given-names>S</given-names> </name><name name-style="western"><surname>Back&#x00E5;berg</surname><given-names>S</given-names> </name><name name-style="western"><surname>Fagerstr&#x00F6;m</surname><given-names>C</given-names> </name><name name-style="western"><surname>Ekstedt</surname><given-names>M</given-names> </name></person-group><article-title>Self-care management and experiences of using telemonitoring as support when living with hypertension or heart failure: a descriptive qualitative study</article-title><source>Int J Nurs Stud Adv</source><year>2023</year><month>12</month><volume>5</volume><fpage>100149</fpage><pub-id pub-id-type="doi">10.1016/j.ijnsa.2023.100149</pub-id><pub-id pub-id-type="medline">38746569</pub-id></nlm-citation></ref><ref id="ref29"><label>29</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Deckwart</surname><given-names>O</given-names> </name><name name-style="western"><surname>Koehler</surname><given-names>K</given-names> </name><name name-style="western"><surname>Lezius</surname><given-names>S</given-names> </name><name name-style="western"><surname>Prescher</surname><given-names>S</given-names> </name><name name-style="western"><surname>Koehler</surname><given-names>F</given-names> </name><name name-style="western"><surname>Winkler</surname><given-names>S</given-names> </name></person-group><article-title>Effects of remote patient management on self-care behaviour in heart failure patients: results from the randomized TIM-HF2 trial</article-title><source>Eur J Cardiovasc Nurs</source><year>2023</year><month>12</month><day>14</day><volume>22</volume><issue>8</issue><fpage>786</fpage><lpage>794</lpage><pub-id pub-id-type="doi">10.1093/eurjcn/zvad019</pub-id><pub-id pub-id-type="medline">36752782</pub-id></nlm-citation></ref><ref id="ref30"><label>30</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kitsiou</surname><given-names>S</given-names> </name><name name-style="western"><surname>Vatani</surname><given-names>H</given-names> </name><name name-style="western"><surname>Par&#x00E9;</surname><given-names>G</given-names> </name><etal/></person-group><article-title>Effectiveness of mobile health technology interventions for patients with heart failure: systematic review and meta-analysis</article-title><source>Can J Cardiol</source><year>2021</year><month>08</month><volume>37</volume><issue>8</issue><fpage>1248</fpage><lpage>1259</lpage><pub-id pub-id-type="doi">10.1016/j.cjca.2021.02.015</pub-id><pub-id pub-id-type="medline">33667616</pub-id></nlm-citation></ref><ref id="ref31"><label>31</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Whitelaw</surname><given-names>S</given-names> </name><name name-style="western"><surname>Pellegrini</surname><given-names>DM</given-names> </name><name name-style="western"><surname>Mamas</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Cowie</surname><given-names>M</given-names> </name><name name-style="western"><surname>Van Spall</surname><given-names>HGC</given-names> </name></person-group><article-title>Barriers and facilitators of the uptake of digital health technology in cardiovascular care: a systematic scoping review</article-title><source>Eur Heart J Digit Health</source><year>2021</year><month>03</month><volume>2</volume><issue>1</issue><fpage>62</fpage><lpage>74</lpage><pub-id pub-id-type="doi">10.1093/ehjdh/ztab005</pub-id><pub-id pub-id-type="medline">34048508</pub-id></nlm-citation></ref><ref id="ref32"><label>32</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Leigh</surname><given-names>JW</given-names> </name><name name-style="western"><surname>Gerber</surname><given-names>BS</given-names> </name><name name-style="western"><surname>Gans</surname><given-names>CP</given-names> </name><name name-style="western"><surname>Kansal</surname><given-names>MM</given-names> </name><name name-style="western"><surname>Kitsiou</surname><given-names>S</given-names> </name></person-group><article-title>Smartphone ownership and interest in mobile health technologies for self-care among patients with chronic heart failure: cross-sectional survey study</article-title><source>JMIR Cardio</source><year>2022</year><month>01</month><day>14</day><volume>6</volume><issue>1</issue><fpage>e31982</fpage><pub-id pub-id-type="doi">10.2196/31982</pub-id><pub-id pub-id-type="medline">35029533</pub-id></nlm-citation></ref><ref id="ref33"><label>33</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lauffenburger</surname><given-names>JC</given-names> </name><name name-style="western"><surname>Yom-Tov</surname><given-names>E</given-names> </name><name name-style="western"><surname>Keller</surname><given-names>PA</given-names> </name><etal/></person-group><article-title>The impact of using reinforcement learning to personalize communication on medication adherence: findings from the REINFORCE trial</article-title><source>NPJ Digit Med</source><year>2024</year><month>02</month><day>19</day><volume>7</volume><issue>1</issue><fpage>39</fpage><pub-id pub-id-type="doi">10.1038/s41746-024-01028-5</pub-id><pub-id pub-id-type="medline">38374424</pub-id></nlm-citation></ref><ref id="ref34"><label>34</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Zamanillo-Campos</surname><given-names>R</given-names> </name><name name-style="western"><surname>Fiol-deRoque</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Serrano-Ripoll</surname><given-names>MJ</given-names> </name><name name-style="western"><surname>Mira-Mart&#x00ED;nez</surname><given-names>S</given-names> </name><name name-style="western"><surname>Ricci-Cabello</surname><given-names>I</given-names> </name></person-group><article-title>Development and evaluation of DiabeText, a personalized mHealth intervention to support medication adherence and lifestyle change behaviour in patients with type 2 diabetes in Spain: a mixed-methods phase II pragmatic randomized controlled clinical trial</article-title><source>Int J Med Inform</source><year>2023</year><month>08</month><volume>176</volume><fpage>105103</fpage><pub-id pub-id-type="doi">10.1016/j.ijmedinf.2023.105103</pub-id><pub-id pub-id-type="medline">37267809</pub-id></nlm-citation></ref><ref id="ref35"><label>35</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Pirouzmand</surname><given-names>N</given-names> </name><name name-style="western"><surname>Ko</surname><given-names>GS</given-names> </name><name name-style="western"><surname>Godoy</surname><given-names>LC</given-names> </name><etal/></person-group><article-title>Text messaging interventions are associated with reductions in HbA1c among patients with diabetes: a systematic review and meta-analysis</article-title><source>BMJ Open Diabetes Res Care</source><year>2025</year><month>11</month><day>16</day><volume>13</volume><issue>6</issue><fpage>e005218</fpage><pub-id pub-id-type="doi">10.1136/bmjdrc-2025-005218</pub-id><pub-id pub-id-type="medline">41248949</pub-id></nlm-citation></ref><ref id="ref36"><label>36</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cutrona</surname><given-names>SL</given-names> </name><name name-style="western"><surname>McDannold</surname><given-names>SE</given-names> </name><name name-style="western"><surname>DeLaughter</surname><given-names>KL</given-names> </name><etal/></person-group><article-title>Text messaging and video stories to support hypertension self-management in Black Veterans: a randomized clinical trial</article-title><source>JAMA Netw Open</source><year>2025</year><month>11</month><day>3</day><volume>8</volume><issue>11</issue><fpage>e2541342</fpage><pub-id pub-id-type="doi">10.1001/jamanetworkopen.2025.41342</pub-id><pub-id pub-id-type="medline">41191358</pub-id></nlm-citation></ref><ref id="ref37"><label>37</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ferdinand</surname><given-names>DP</given-names> </name><name name-style="western"><surname>Reddy</surname><given-names>TK</given-names> </name><name name-style="western"><surname>Wegener</surname><given-names>MR</given-names> </name><etal/></person-group><article-title>Text My BP Meds NOLA: a pilot study of TEXT-messaging and social support to increase hypertension medication adherence</article-title><source>Am Heart J Plus</source><year>2023</year><month>02</month><volume>26</volume><fpage>100253</fpage><pub-id pub-id-type="doi">10.1016/j.ahjo.2023.100253</pub-id><pub-id pub-id-type="medline">37712088</pub-id></nlm-citation></ref><ref id="ref38"><label>38</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Tam</surname><given-names>HL</given-names> </name><name name-style="western"><surname>Wong</surname><given-names>EML</given-names> </name><name name-style="western"><surname>Cheung</surname><given-names>K</given-names> </name><name name-style="western"><surname>Chung</surname><given-names>SF</given-names> </name></person-group><article-title>Effectiveness of text messaging interventions on blood pressure control among patients with hypertension: systematic review of randomized controlled trials</article-title><source>JMIR Mhealth Uhealth</source><year>2021</year><month>09</month><day>22</day><volume>9</volume><issue>9</issue><fpage>e24527</fpage><pub-id pub-id-type="doi">10.2196/24527</pub-id><pub-id pub-id-type="medline">34550078</pub-id></nlm-citation></ref><ref id="ref39"><label>39</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hoddinott</surname><given-names>P</given-names> </name><name name-style="western"><surname>O&#x2019;Dolan</surname><given-names>C</given-names> </name><name name-style="western"><surname>Macaulay</surname><given-names>L</given-names> </name><etal/></person-group><article-title>Text messages with financial incentives for men with obesity: a randomized clinical trial</article-title><source>JAMA</source><year>2024</year><month>07</month><day>2</day><volume>332</volume><issue>1</issue><fpage>31</fpage><lpage>40</lpage><pub-id pub-id-type="doi">10.1001/jama.2024.7064</pub-id><pub-id pub-id-type="medline">38744430</pub-id></nlm-citation></ref><ref id="ref40"><label>40</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Duman</surname><given-names>E</given-names> </name><name name-style="western"><surname>Tun&#x00E7;er</surname><given-names>E</given-names> </name><name name-style="western"><surname>&#x015E;ahin-Bodur</surname><given-names>G</given-names> </name><name name-style="western"><surname>Y&#x0131;lmaz</surname><given-names>S</given-names> </name><name name-style="western"><surname>Keser</surname><given-names>A</given-names> </name></person-group><article-title>The effect of behavioural changes via text messaging on weight loss in women with overweight and obesity</article-title><source>Psychol Health Med</source><year>2025</year><month>09</month><day>14</day><volume>30</volume><issue>8</issue><fpage>1832</fpage><lpage>1847</lpage><pub-id pub-id-type="doi">10.1080/13548506.2025.2512154</pub-id><pub-id pub-id-type="medline">40462559</pub-id></nlm-citation></ref><ref id="ref41"><label>41</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Griffith</surname><given-names>DM</given-names> </name><name name-style="western"><surname>Jaeger</surname><given-names>EC</given-names> </name><name name-style="western"><surname>Pennings</surname><given-names>JS</given-names> </name><name name-style="western"><surname>Semlow</surname><given-names>AR</given-names> </name><name name-style="western"><surname>Ellison</surname><given-names>JM</given-names> </name><name name-style="western"><surname>Alexander</surname><given-names>LR</given-names> </name></person-group><article-title>Tailor Made: a pilot virtual weight loss intervention individually tailored for African American men</article-title><source>Health Promot Pract</source><year>2025</year><month>05</month><volume>26</volume><issue>3</issue><fpage>529</fpage><lpage>543</lpage><pub-id pub-id-type="doi">10.1177/15248399231213347</pub-id><pub-id pub-id-type="medline">38050903</pub-id></nlm-citation></ref><ref id="ref42"><label>42</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kitsiou</surname><given-names>S</given-names> </name><name name-style="western"><surname>Gerber</surname><given-names>BS</given-names> </name><name name-style="western"><surname>Kansal</surname><given-names>MM</given-names> </name><etal/></person-group><article-title>Patient-centered mobile health technology intervention to improve self-care in patients with chronic heart failure: protocol for a feasibility randomized controlled trial</article-title><source>Contemp Clin Trials</source><year>2021</year><month>07</month><volume>106</volume><fpage>106433</fpage><pub-id pub-id-type="doi">10.1016/j.cct.2021.106433</pub-id><pub-id pub-id-type="medline">33991686</pub-id></nlm-citation></ref><ref id="ref43"><label>43</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Onken</surname><given-names>L</given-names> </name></person-group><article-title>Implementation science at the National Institute on Aging: the principles of it</article-title><source>Public Policy Aging Rep</source><year>2022</year><month>01</month><day>31</day><volume>32</volume><issue>1</issue><fpage>39</fpage><lpage>41</lpage><pub-id pub-id-type="doi">10.1093/ppar/prab034</pub-id></nlm-citation></ref><ref id="ref44"><label>44</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Onken</surname><given-names>LS</given-names> </name><name name-style="western"><surname>Carroll</surname><given-names>KM</given-names> </name><name name-style="western"><surname>Shoham</surname><given-names>V</given-names> </name><name name-style="western"><surname>Cuthbert</surname><given-names>BN</given-names> </name><name name-style="western"><surname>Riddle</surname><given-names>M</given-names> </name></person-group><article-title>Reenvisioning clinical science: unifying the discipline to improve the public health</article-title><source>Clin Psychol Sci</source><year>2014</year><month>01</month><day>1</day><volume>2</volume><issue>1</issue><fpage>22</fpage><lpage>34</lpage><pub-id pub-id-type="doi">10.1177/2167702613497932</pub-id><pub-id pub-id-type="medline">25821658</pub-id></nlm-citation></ref><ref id="ref45"><label>45</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Chan</surname><given-names>AW</given-names> </name><name name-style="western"><surname>Boutron</surname><given-names>I</given-names> </name><name name-style="western"><surname>Hopewell</surname><given-names>S</given-names> </name><etal/></person-group><article-title>SPIRIT 2025 statement: updated guideline for protocols of randomised trials</article-title><source>BMJ</source><volume>389</volume><fpage>e081477</fpage><pub-id pub-id-type="doi">10.1136/bmj-2024-081477</pub-id></nlm-citation></ref><ref id="ref46"><label>46</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Vellone</surname><given-names>E</given-names> </name><name name-style="western"><surname>De Maria</surname><given-names>M</given-names> </name><name name-style="western"><surname>Iovino</surname><given-names>P</given-names> </name><etal/></person-group><article-title>The self-care of heart failure index version 7.2: further psychometric testing</article-title><source>Res Nurs Health</source><year>2020</year><month>12</month><volume>43</volume><issue>6</issue><fpage>640</fpage><lpage>650</lpage><pub-id pub-id-type="doi">10.1002/nur.22083</pub-id><pub-id pub-id-type="medline">33141495</pub-id></nlm-citation></ref><ref id="ref47"><label>47</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Harris</surname><given-names>PA</given-names> </name><name name-style="western"><surname>Taylor</surname><given-names>R</given-names> </name><name name-style="western"><surname>Thielke</surname><given-names>R</given-names> </name><name name-style="western"><surname>Payne</surname><given-names>J</given-names> </name><name name-style="western"><surname>Gonzalez</surname><given-names>N</given-names> </name><name name-style="western"><surname>Conde</surname><given-names>JG</given-names> </name></person-group><article-title>Research electronic data capture (REDCap)--a metadata-driven methodology and workflow process for providing translational research informatics support</article-title><source>J Biomed Inform</source><year>2009</year><month>04</month><volume>42</volume><issue>2</issue><fpage>377</fpage><lpage>381</lpage><pub-id pub-id-type="doi">10.1016/j.jbi.2008.08.010</pub-id><pub-id pub-id-type="medline">18929686</pub-id></nlm-citation></ref><ref id="ref48"><label>48</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rosenstock</surname><given-names>IM</given-names> </name><name name-style="western"><surname>Strecher</surname><given-names>VJ</given-names> </name><name name-style="western"><surname>Becker</surname><given-names>MH</given-names> </name></person-group><article-title>Social learning theory and the Health Belief Model</article-title><source>Health Educ Q</source><year>1988</year><volume>15</volume><issue>2</issue><fpage>175</fpage><lpage>183</lpage><pub-id pub-id-type="doi">10.1177/109019818801500203</pub-id><pub-id pub-id-type="medline">3378902</pub-id></nlm-citation></ref><ref id="ref49"><label>49</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Alyafei</surname><given-names>A</given-names> </name><name name-style="western"><surname>Easton-Carr</surname><given-names>R</given-names> </name></person-group><article-title>The health belief model of behavior change</article-title><source>StatPearls</source><year>2025</year><publisher-name>StatPearls Publishing</publisher-name><pub-id pub-id-type="medline">39163427</pub-id></nlm-citation></ref><ref id="ref50"><label>50</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Dhanoa</surname><given-names>T</given-names> </name><name name-style="western"><surname>Boswell</surname><given-names>R</given-names> </name><name name-style="western"><surname>Barry</surname><given-names>AR</given-names> </name></person-group><article-title>Patients&#x2019; beliefs about their heart failure medications: a cross-sectional survey</article-title><source>Can J Hosp Pharm</source><year>2025</year><volume>78</volume><issue>3</issue><fpage>e3692</fpage><pub-id pub-id-type="doi">10.4212/cjhp.3692</pub-id><pub-id pub-id-type="medline">40755522</pub-id></nlm-citation></ref><ref id="ref51"><label>51</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>D&#x2019;Souza</surname><given-names>PJJ</given-names> </name><name name-style="western"><surname>Devasia</surname><given-names>T</given-names> </name><name name-style="western"><surname>Paramasivam</surname><given-names>G</given-names> </name><name name-style="western"><surname>Shankar</surname><given-names>R</given-names> </name><name name-style="western"><surname>Noronha</surname><given-names>JA</given-names> </name><name name-style="western"><surname>George</surname><given-names>LS</given-names> </name></person-group><article-title>Effectiveness of self-care educational programme on clinical outcomes and self-care behaviour among heart failure peoples-a randomized controlled trial: study protocol</article-title><source>J Adv Nurs</source><year>2021</year><month>11</month><volume>77</volume><issue>11</issue><fpage>4563</fpage><lpage>4573</lpage><pub-id pub-id-type="doi">10.1111/jan.14981</pub-id><pub-id pub-id-type="medline">34286863</pub-id></nlm-citation></ref><ref id="ref52"><label>52</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Thapa</surname><given-names>A</given-names> </name><name name-style="western"><surname>Chung</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Wu</surname><given-names>JR</given-names> </name><etal/></person-group><article-title>Mediation by fatalism of the association between symptom burden and self-care management in patients with heart failure</article-title><source>J Cardiovasc Nurs</source><year>2024</year><volume>39</volume><issue>3</issue><fpage>229</fpage><lpage>236</lpage><pub-id pub-id-type="doi">10.1097/JCN.0000000000001053</pub-id><pub-id pub-id-type="medline">37830904</pub-id></nlm-citation></ref><ref id="ref53"><label>53</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Yang</surname><given-names>M</given-names> </name><name name-style="western"><surname>Kondo</surname><given-names>T</given-names> </name><name name-style="western"><surname>Adamson</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Knowledge about self-efficacy and outcomes in patients with heart failure and reduced ejection fraction</article-title><source>Eur J Heart Fail</source><year>2023</year><month>10</month><volume>25</volume><issue>10</issue><fpage>1831</fpage><lpage>1839</lpage><pub-id pub-id-type="doi">10.1002/ejhf.2944</pub-id><pub-id pub-id-type="medline">37369637</pub-id></nlm-citation></ref><ref id="ref54"><label>54</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Longhini</surname><given-names>J</given-names> </name><name name-style="western"><surname>Gauthier</surname><given-names>K</given-names> </name><name name-style="western"><surname>Konradsen</surname><given-names>H</given-names> </name><name name-style="western"><surname>Palese</surname><given-names>A</given-names> </name><name name-style="western"><surname>Kabir</surname><given-names>ZN</given-names> </name><name name-style="western"><surname>Waldr&#x00E9;us</surname><given-names>N</given-names> </name></person-group><article-title>The effectiveness of nursing interventions to improve self-care for patients with heart failure at home: a systematic review and meta-analysis</article-title><source>BMC Nurs</source><year>2025</year><month>03</month><day>14</day><volume>24</volume><issue>1</issue><fpage>286</fpage><pub-id pub-id-type="doi">10.1186/s12912-025-02867-7</pub-id><pub-id pub-id-type="medline">40087643</pub-id></nlm-citation></ref><ref id="ref55"><label>55</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Riegel</surname><given-names>B</given-names> </name><name name-style="western"><surname>De Maria</surname><given-names>M</given-names> </name><name name-style="western"><surname>Barbaranelli</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Measuring self-care: a description of the family of disease-specific and generic instruments based on the theory of self-care of chronic illness</article-title><source>J Cardiovasc Nurs</source><year>2025</year><month>04</month><volume>40</volume><issue>2</issue><fpage>103</fpage><lpage>113</lpage><pub-id pub-id-type="doi">10.1097/JCN.0000000000001146</pub-id></nlm-citation></ref><ref id="ref56"><label>56</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kim</surname><given-names>KH</given-names> </name><name name-style="western"><surname>Kim</surname><given-names>CJ</given-names> </name><name name-style="western"><surname>Seo</surname><given-names>EJ</given-names> </name><name name-style="western"><surname>Park</surname><given-names>JS</given-names> </name><name name-style="western"><surname>Seo</surname><given-names>KW</given-names> </name><name name-style="western"><surname>Ahn</surname><given-names>JA</given-names> </name></person-group><article-title>Factors influencing self-care among patients with heart failure based on the situation-specific theory: a cross-sectional study</article-title><source>Int J Nurs Pract</source><year>2026</year><month>04</month><volume>32</volume><issue>2</issue><fpage>e70132</fpage><pub-id pub-id-type="doi">10.1111/ijn.70132</pub-id><pub-id pub-id-type="medline">41847883</pub-id></nlm-citation></ref><ref id="ref57"><label>57</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Latif</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Makuvire</surname><given-names>TT</given-names> </name><name name-style="western"><surname>Schroeder</surname><given-names>S</given-names> </name><name name-style="western"><surname>Yehya</surname><given-names>A</given-names> </name></person-group><article-title>Gaps in heart failure care: the need for effective communication and health literacy-concordant patient education</article-title><source>US Cardiol</source><year>2025</year><volume>19</volume><fpage>e23</fpage><pub-id pub-id-type="doi">10.15420/usc.2024.55</pub-id><pub-id pub-id-type="medline">41446534</pub-id></nlm-citation></ref><ref id="ref58"><label>58</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bennett</surname><given-names>SJ</given-names> </name><name name-style="western"><surname>Hays</surname><given-names>LM</given-names> </name><name name-style="western"><surname>Embree</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Arnould</surname><given-names>M</given-names> </name></person-group><article-title>Heart Messages: a tailored message intervention for improving heart failure outcomes</article-title><source>J Cardiovasc Nurs</source><year>2000</year><month>07</month><volume>14</volume><issue>4</issue><fpage>94</fpage><lpage>105</lpage><pub-id pub-id-type="doi">10.1097/00005082-200007000-00007</pub-id><pub-id pub-id-type="medline">10902106</pub-id></nlm-citation></ref><ref id="ref59"><label>59</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kitsiou</surname><given-names>S</given-names> </name><name name-style="western"><surname>Gerber</surname><given-names>BS</given-names> </name><name name-style="western"><surname>Buchholz</surname><given-names>SW</given-names> </name><name name-style="western"><surname>Kansal</surname><given-names>MM</given-names> </name><name name-style="western"><surname>Sun</surname><given-names>J</given-names> </name><name name-style="western"><surname>Pressler</surname><given-names>SJ</given-names> </name></person-group><article-title>Patient-centered mhealth intervention to improve self-care in patients with chronic heart failure: phase 1 randomized controlled trial</article-title><source>J Med Internet Res</source><year>2025</year><month>01</month><day>15</day><volume>27</volume><issue>1</issue><fpage>e55586</fpage><pub-id pub-id-type="doi">10.2196/55586</pub-id><pub-id pub-id-type="medline">39813671</pub-id></nlm-citation></ref><ref id="ref60"><label>60</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kitsiou</surname><given-names>S</given-names> </name><name name-style="western"><surname>Pressler</surname><given-names>S</given-names> </name><name name-style="western"><surname>Gerber</surname><given-names>B</given-names> </name><etal/></person-group><article-title>Abstract 4369810: pilot randomized controlled trial of a patient-centered mHealth intervention to improve self-care adherence in patients with heart failure</article-title><source>Circulation</source><year>2025</year><month>11</month><day>4</day><volume>152</volume><issue>Suppl_3</issue><pub-id pub-id-type="doi">10.1161/circ.152.suppl_3.4369810</pub-id></nlm-citation></ref><ref id="ref61"><label>61</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kreuter</surname><given-names>MW</given-names> </name><name name-style="western"><surname>Strecher</surname><given-names>VJ</given-names> </name><name name-style="western"><surname>Glassman</surname><given-names>B</given-names> </name></person-group><article-title>One size does not fit all: the case for tailoring print materials</article-title><source>Ann Behav Med</source><year>1999</year><volume>21</volume><issue>4</issue><fpage>276</fpage><lpage>283</lpage><pub-id pub-id-type="doi">10.1007/BF02895958</pub-id><pub-id pub-id-type="medline">10721433</pub-id></nlm-citation></ref><ref id="ref62"><label>62</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Tang</surname><given-names>AB</given-names> </name><name name-style="western"><surname>Lewsey</surname><given-names>SC</given-names> </name><name name-style="western"><surname>Yancy</surname><given-names>CW</given-names> </name><etal/></person-group><article-title>Get With The Guidelines-Heart Failure: twenty years in review, lessons learned, and the road ahead</article-title><source>Circ Heart Fail</source><year>2025</year><month>10</month><volume>18</volume><issue>10</issue><fpage>e012936</fpage><pub-id pub-id-type="doi">10.1161/CIRCHEARTFAILURE.125.012936</pub-id><pub-id pub-id-type="medline">40351187</pub-id></nlm-citation></ref><ref id="ref63"><label>63</label><nlm-citation citation-type="report"><article-title>Discharge packet for patients diagnosed with heart failure</article-title><year>2022</year><access-date>2026-06-26</access-date><publisher-name>American Heart Association</publisher-name><comment><ext-link ext-link-type="uri" xlink:href="https://www.heart.org/-/media/Files/Professional/Quality-Improvement/Get-With-the-Guidelines/Get-With-The-Guidelines-HF/Educational-Materials/DS18660_ENG_Patient-Discharge-Packet_2022.pdf">https://www.heart.org/-/media/Files/Professional/Quality-Improvement/Get-With-the-Guidelines/Get-With-The-Guidelines-HF/Educational-Materials/DS18660_ENG_Patient-Discharge-Packet_2022.pdf</ext-link></comment></nlm-citation></ref><ref id="ref64"><label>64</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rooney</surname><given-names>MK</given-names> </name><name name-style="western"><surname>Santiago</surname><given-names>G</given-names> </name><name name-style="western"><surname>Perni</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Readability of patient education materials from high-impact medical journals: a 20-year analysis</article-title><source>J Patient Exp</source><year>2021</year><volume>8</volume><fpage>2374373521998847</fpage><pub-id pub-id-type="doi">10.1177/2374373521998847</pub-id><pub-id pub-id-type="medline">34179407</pub-id></nlm-citation></ref><ref id="ref65"><label>65</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Choi</surname><given-names>EY</given-names> </name><name name-style="western"><surname>Park</surname><given-names>JS</given-names> </name><name name-style="western"><surname>Min</surname><given-names>D</given-names> </name><name name-style="western"><surname>Ahn</surname><given-names>S</given-names> </name><name name-style="western"><surname>Ahn</surname><given-names>JA</given-names> </name></person-group><article-title>Heart Failure-Smart Life: a randomized controlled trial of a mobile app for self-management in patients with heart failure</article-title><source>BMC Cardiovasc Disord</source><year>2023</year><month>01</month><day>9</day><volume>23</volume><issue>1</issue><fpage>7</fpage><pub-id pub-id-type="doi">10.1186/s12872-023-03039-8</pub-id><pub-id pub-id-type="medline">36624373</pub-id></nlm-citation></ref><ref id="ref66"><label>66</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schmaderer</surname><given-names>M</given-names> </name><name name-style="western"><surname>Miller</surname><given-names>JN</given-names> </name><name name-style="western"><surname>Mollard</surname><given-names>E</given-names> </name></person-group><article-title>Experiences of using a self-management mobile app among individuals with heart failure: qualitative study</article-title><source>JMIR Nurs</source><year>2021</year><month>08</month><day>9</day><volume>4</volume><issue>3</issue><fpage>e28139</fpage><pub-id pub-id-type="doi">10.2196/28139</pub-id><pub-id pub-id-type="medline">34406966</pub-id></nlm-citation></ref><ref id="ref67"><label>67</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bennett</surname><given-names>SJ</given-names> </name><name name-style="western"><surname>Milgrom</surname><given-names>LB</given-names> </name><name name-style="western"><surname>Champion</surname><given-names>V</given-names> </name><name name-style="western"><surname>Huster</surname><given-names>GA</given-names> </name></person-group><article-title>Beliefs about medication and dietary compliance in people with heart failure: an instrument development study</article-title><source>Heart Lung</source><year>1997</year><volume>26</volume><issue>4</issue><fpage>273</fpage><lpage>279</lpage><pub-id pub-id-type="doi">10.1016/s0147-9563(97)90084-4</pub-id><pub-id pub-id-type="medline">9257137</pub-id></nlm-citation></ref><ref id="ref68"><label>68</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bennett</surname><given-names>SJ</given-names> </name><name name-style="western"><surname>Perkins</surname><given-names>SM</given-names> </name><name name-style="western"><surname>Lane</surname><given-names>KA</given-names> </name><name name-style="western"><surname>Forthofer</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Brater</surname><given-names>DC</given-names> </name><name name-style="western"><surname>Murray</surname><given-names>MD</given-names> </name></person-group><article-title>Reliability and validity of the compliance belief scales among patients with heart failure</article-title><source>Heart Lung</source><year>2001</year><month>05</month><volume>30</volume><issue>3</issue><fpage>177</fpage><lpage>185</lpage><pub-id pub-id-type="doi">10.1067/mhl.2001.114193</pub-id><pub-id pub-id-type="medline">11343003</pub-id></nlm-citation></ref><ref id="ref69"><label>69</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kripalani</surname><given-names>S</given-names> </name><name name-style="western"><surname>Risser</surname><given-names>J</given-names> </name><name name-style="western"><surname>Gatti</surname><given-names>ME</given-names> </name><name name-style="western"><surname>Jacobson</surname><given-names>TA</given-names> </name></person-group><article-title>Development and evaluation of the Adherence to Refills and Medications Scale (ARMS) among low-literacy patients with chronic disease</article-title><source>Value Health</source><year>2009</year><volume>12</volume><issue>1</issue><fpage>118</fpage><lpage>123</lpage><pub-id pub-id-type="doi">10.1111/j.1524-4733.2008.00400.x</pub-id><pub-id pub-id-type="medline">19911444</pub-id></nlm-citation></ref><ref id="ref70"><label>70</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Boy</surname><given-names>Y</given-names> </name><name name-style="western"><surname>En&#x00E7;</surname><given-names>N</given-names> </name></person-group><article-title>A scale development study for evaluating the dietary behaviors of patients with heart failure</article-title><source>Heart Lung</source><year>2022</year><month>05</month><volume>53</volume><fpage>61</fpage><lpage>66</lpage><pub-id pub-id-type="doi">10.1016/j.hrtlng.2022.01.017</pub-id><pub-id pub-id-type="medline">35151047</pub-id></nlm-citation></ref><ref id="ref71"><label>71</label><nlm-citation citation-type="confproc"><person-group person-group-type="author"><name name-style="western"><surname>Kitsiou</surname><given-names>S</given-names> </name><name name-style="western"><surname>Thomas</surname><given-names>M</given-names> </name><name name-style="western"><surname>Marai</surname><given-names>GE</given-names> </name><etal/></person-group><article-title>Development of an innovative mhealth platform for remote physical activity monitoring and health coaching of cardiac rehabilitation patients</article-title><conf-name>2017 IEEE EMBS International Conference on Biomedical &#x0026; Health Informatics (BHI)</conf-name><conf-date>Feb 16-19, 2017</conf-date><pub-id pub-id-type="doi">10.1109/BHI.2017.7897223</pub-id></nlm-citation></ref><ref id="ref72"><label>72</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Holden</surname><given-names>RJ</given-names> </name><name name-style="western"><surname>Karsh</surname><given-names>BT</given-names> </name></person-group><article-title>The technology acceptance model: its past and its future in health care</article-title><source>J Biomed Inform</source><year>2010</year><month>02</month><volume>43</volume><issue>1</issue><fpage>159</fpage><lpage>172</lpage><pub-id pub-id-type="doi">10.1016/j.jbi.2009.07.002</pub-id><pub-id pub-id-type="medline">19615467</pub-id></nlm-citation></ref><ref id="ref73"><label>73</label><nlm-citation citation-type="web"><article-title>Patient version SCHFI &#x2013; English v7.2</article-title><source>Self Care Measures</source><access-date>2022-04-06</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://self-care-measures.com/project/patient-version-schfi-english-v7-2/">https://self-care-measures.com/project/patient-version-schfi-english-v7-2/</ext-link></comment></nlm-citation></ref><ref id="ref74"><label>74</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rector</surname><given-names>TS</given-names> </name><name name-style="western"><surname>Cohn</surname><given-names>JN</given-names> </name></person-group><article-title>Assessment of patient outcome with the Minnesota Living with Heart Failure questionnaire: reliability and validity during a randomized, double-blind, placebo-controlled trial of pimobendan. Pimobendan Multicenter Research Group</article-title><source>Am Heart J</source><year>1992</year><month>10</month><volume>124</volume><issue>4</issue><fpage>1017</fpage><lpage>1025</lpage><pub-id pub-id-type="doi">10.1016/0002-8703(92)90986-6</pub-id><pub-id pub-id-type="medline">1529875</pub-id></nlm-citation></ref><ref id="ref75"><label>75</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rector</surname><given-names>TS</given-names> </name><name name-style="western"><surname>Kubo</surname><given-names>SH</given-names> </name><name name-style="western"><surname>Cohn</surname><given-names>JN</given-names> </name></person-group><article-title>Validity of the Minnesota Living with Heart Failure questionnaire as a measure of therapeutic response to enalapril or placebo</article-title><source>Am J Cardiol</source><year>1993</year><month>05</month><day>1</day><volume>71</volume><issue>12</issue><fpage>1106</fpage><lpage>1107</lpage><pub-id pub-id-type="doi">10.1016/0002-9149(93)90582-w</pub-id><pub-id pub-id-type="medline">8475878</pub-id></nlm-citation></ref><ref id="ref76"><label>76</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Reilly</surname><given-names>CM</given-names> </name><name name-style="western"><surname>Higgins</surname><given-names>M</given-names> </name><name name-style="western"><surname>Smith</surname><given-names>A</given-names> </name><etal/></person-group><article-title>Development, psychometric testing, and revision of the Atlanta Heart Failure Knowledge Test</article-title><source>J Cardiovasc Nurs</source><year>2009</year><volume>24</volume><issue>6</issue><fpage>500</fpage><lpage>509</lpage><pub-id pub-id-type="doi">10.1097/JCN.0b013e3181aff0b0</pub-id><pub-id pub-id-type="medline">19858959</pub-id></nlm-citation></ref><ref id="ref77"><label>77</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Charlson</surname><given-names>ME</given-names> </name><name name-style="western"><surname>Pompei</surname><given-names>P</given-names> </name><name name-style="western"><surname>Ales</surname><given-names>KL</given-names> </name><name name-style="western"><surname>MacKenzie</surname><given-names>CR</given-names> </name></person-group><article-title>A new method of classifying prognostic comorbidity in longitudinal studies: development and validation</article-title><source>J Chronic Dis</source><year>1987</year><volume>40</volume><issue>5</issue><fpage>373</fpage><lpage>383</lpage><pub-id pub-id-type="doi">10.1016/0021-9681(87)90171-8</pub-id><pub-id pub-id-type="medline">3558716</pub-id></nlm-citation></ref><ref id="ref78"><label>78</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Charlson</surname><given-names>ME</given-names> </name><name name-style="western"><surname>Carrozzino</surname><given-names>D</given-names> </name><name name-style="western"><surname>Guidi</surname><given-names>J</given-names> </name><name name-style="western"><surname>Patierno</surname><given-names>C</given-names> </name></person-group><article-title>Charlson comorbidity index: a critical review of clinimetric properties</article-title><source>Psychother Psychosom</source><year>2022</year><volume>91</volume><issue>1</issue><fpage>8</fpage><lpage>35</lpage><pub-id pub-id-type="doi">10.1159/000521288</pub-id><pub-id pub-id-type="medline">34991091</pub-id></nlm-citation></ref><ref id="ref79"><label>79</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Quan</surname><given-names>H</given-names> </name><name name-style="western"><surname>Li</surname><given-names>B</given-names> </name><name name-style="western"><surname>Couris</surname><given-names>CM</given-names> </name><etal/></person-group><article-title>Updating and validating the Charlson comorbidity index and score for risk adjustment in hospital discharge abstracts using data from 6 countries</article-title><source>Am J Epidemiol</source><year>2011</year><month>03</month><day>15</day><volume>173</volume><issue>6</issue><fpage>676</fpage><lpage>682</lpage><pub-id pub-id-type="doi">10.1093/aje/kwq433</pub-id><pub-id pub-id-type="medline">21330339</pub-id></nlm-citation></ref><ref id="ref80"><label>80</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kroenke</surname><given-names>K</given-names> </name><name name-style="western"><surname>Strine</surname><given-names>TW</given-names> </name><name name-style="western"><surname>Spitzer</surname><given-names>RL</given-names> </name><name name-style="western"><surname>Williams</surname><given-names>JBW</given-names> </name><name name-style="western"><surname>Berry</surname><given-names>JT</given-names> </name><name name-style="western"><surname>Mokdad</surname><given-names>AH</given-names> </name></person-group><article-title>The PHQ-8 as a measure of current depression in the general population</article-title><source>J Affect Disord</source><year>2009</year><month>04</month><volume>114</volume><issue>1-3</issue><fpage>163</fpage><lpage>173</lpage><pub-id pub-id-type="doi">10.1016/j.jad.2008.06.026</pub-id><pub-id pub-id-type="medline">18752852</pub-id></nlm-citation></ref><ref id="ref81"><label>81</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Pressler</surname><given-names>SJ</given-names> </name><name name-style="western"><surname>Subramanian</surname><given-names>U</given-names> </name><name name-style="western"><surname>Perkins</surname><given-names>SM</given-names> </name><etal/></person-group><article-title>Measuring depressive symptoms in heart failure: validity and reliability of the patient health questionnaire-8</article-title><source>Am J Crit Care</source><year>2011</year><month>03</month><volume>20</volume><issue>2</issue><fpage>146</fpage><lpage>152</lpage><pub-id pub-id-type="doi">10.4037/ajcc2010931</pub-id><pub-id pub-id-type="medline">20378777</pub-id></nlm-citation></ref><ref id="ref82"><label>82</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Davis</surname><given-names>FD</given-names> </name></person-group><article-title>Perceived usefulness, perceived ease of use, and user acceptance of information technology</article-title><source>MIS Q</source><year>1989</year><month>09</month><day>1</day><volume>13</volume><issue>3</issue><fpage>319</fpage><lpage>340</lpage><pub-id pub-id-type="doi">10.2307/249008</pub-id></nlm-citation></ref><ref id="ref83"><label>83</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bell</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Whitehead</surname><given-names>AL</given-names> </name><name name-style="western"><surname>Julious</surname><given-names>SA</given-names> </name></person-group><article-title>Guidance for using pilot studies to inform the design of intervention trials with continuous outcomes</article-title><source>Clin Epidemiol</source><year>2018</year><volume>10</volume><fpage>153</fpage><lpage>157</lpage><pub-id pub-id-type="doi">10.2147/CLEP.S146397</pub-id><pub-id pub-id-type="medline">29403314</pub-id></nlm-citation></ref><ref id="ref84"><label>84</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Whitehead</surname><given-names>AL</given-names> </name><name name-style="western"><surname>Julious</surname><given-names>SA</given-names> </name><name name-style="western"><surname>Cooper</surname><given-names>CL</given-names> </name><name name-style="western"><surname>Campbell</surname><given-names>MJ</given-names> </name></person-group><article-title>Estimating the sample size for a pilot randomised trial to minimise the overall trial sample size for the external pilot and main trial for a continuous outcome variable</article-title><source>Stat Methods Med Res</source><year>2016</year><month>06</month><volume>25</volume><issue>3</issue><fpage>1057</fpage><lpage>1073</lpage><pub-id pub-id-type="doi">10.1177/0962280215588241</pub-id><pub-id pub-id-type="medline">26092476</pub-id></nlm-citation></ref><ref id="ref85"><label>85</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Chen</surname><given-names>C</given-names> </name><name name-style="western"><surname>Li</surname><given-names>X</given-names> </name><name name-style="western"><surname>Sun</surname><given-names>L</given-names> </name><etal/></person-group><article-title>Post-discharge short message service improves short-term clinical outcome and self-care behaviour in chronic heart failure</article-title><source>ESC Heart Fail</source><year>2019</year><month>02</month><volume>6</volume><issue>1</issue><fpage>164</fpage><lpage>173</lpage><pub-id pub-id-type="doi">10.1002/ehf2.12380</pub-id><pub-id pub-id-type="medline">30478888</pub-id></nlm-citation></ref><ref id="ref86"><label>86</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cornelius</surname><given-names>J</given-names> </name><name name-style="western"><surname>Whitaker-Brown</surname><given-names>C</given-names> </name><name name-style="western"><surname>Smoot</surname><given-names>J</given-names> </name><name name-style="western"><surname>Hart</surname><given-names>S</given-names> </name><name name-style="western"><surname>Lewis</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Smith</surname><given-names>O</given-names> </name></person-group><article-title>A Text Messaging-Enhanced Intervention for African American Patients With Heart Failure, Depression, and Anxiety (TXT COPE-HF): Protocol for a Pilot Feasibility Study</article-title><source>JMIR Res Protoc</source><year>2022</year><month>01</month><day>7</day><volume>11</volume><issue>1</issue><fpage>e32550</fpage><pub-id pub-id-type="doi">10.2196/32550</pub-id><pub-id pub-id-type="medline">34994709</pub-id></nlm-citation></ref><ref id="ref87"><label>87</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cornelius</surname><given-names>JB</given-names> </name><name name-style="western"><surname>Whitaker-Brown</surname><given-names>C</given-names> </name><name name-style="western"><surname>Chen</surname><given-names>ZJ</given-names> </name><name name-style="western"><surname>Smoot</surname><given-names>J</given-names> </name><name name-style="western"><surname>Hart</surname><given-names>SD</given-names> </name></person-group><article-title>Feasibility and acceptability of a text messaging enhanced intervention (TXT COPE-HF) for African American patients with heart failure, depression, and anxiety during COVID</article-title><source>Cogent Soc Sci</source><year>2025</year><month>07</month><day>29</day><volume>11</volume><issue>1</issue><pub-id pub-id-type="doi">10.1080/23311886.2025.2541780</pub-id></nlm-citation></ref><ref id="ref88"><label>88</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rohde</surname><given-names>LE</given-names> </name><name name-style="western"><surname>Rover</surname><given-names>MM</given-names> </name><name name-style="western"><surname>Hoffmann Filho</surname><given-names>CR</given-names> </name><etal/></person-group><article-title>Multifaceted strategy based on automated text messaging after a recent heart failure admission: the MESSAGE-HF randomized clinical trial</article-title><source>JAMA Cardiol</source><year>2024</year><month>02</month><day>1</day><volume>9</volume><issue>2</issue><fpage>105</fpage><lpage>113</lpage><pub-id pub-id-type="doi">10.1001/jamacardio.2023.4501</pub-id><pub-id pub-id-type="medline">38055237</pub-id></nlm-citation></ref><ref id="ref89"><label>89</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Blumer</surname><given-names>V</given-names> </name><name name-style="western"><surname>Bogaev</surname><given-names>RC</given-names> </name><name name-style="western"><surname>Fiuzat</surname><given-names>M</given-names> </name></person-group><article-title>Sex diversity in heart failure clinical trials: actions speak louder than words</article-title><source>JACC Adv</source><year>2024</year><month>01</month><volume>3</volume><issue>1</issue><fpage>100786</fpage><pub-id pub-id-type="doi">10.1016/j.jacadv.2023.100786</pub-id><pub-id pub-id-type="medline">38939815</pub-id></nlm-citation></ref><ref id="ref90"><label>90</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ekpo</surname><given-names>E</given-names> </name><name name-style="western"><surname>Balla</surname><given-names>S</given-names> </name><name name-style="western"><surname>Ngo</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Underrepresentation of women in reduced ejection heart failure clinical trials with improved mortality or hospitalization</article-title><source>JACC Adv</source><year>2024</year><month>01</month><volume>3</volume><issue>1</issue><fpage>100743</fpage><pub-id pub-id-type="doi">10.1016/j.jacadv.2023.100743</pub-id><pub-id pub-id-type="medline">38405270</pub-id></nlm-citation></ref><ref id="ref91"><label>91</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rivera</surname><given-names>FB</given-names> </name><name name-style="western"><surname>Magalong</surname><given-names>JV</given-names> </name><name name-style="western"><surname>Bantayan</surname><given-names>NRB</given-names> </name><etal/></person-group><article-title>Participation of women in cardiovascular trials from 2017 to 2023: a systematic review</article-title><source>JAMA Netw Open</source><year>2025</year><month>08</month><day>1</day><volume>8</volume><issue>8</issue><fpage>e2529104</fpage><pub-id pub-id-type="doi">10.1001/jamanetworkopen.2025.29104</pub-id><pub-id pub-id-type="medline">40886088</pub-id></nlm-citation></ref><ref id="ref92"><label>92</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Reza</surname><given-names>N</given-names> </name><name name-style="western"><surname>Gruen</surname><given-names>J</given-names> </name><name name-style="western"><surname>Bozkurt</surname><given-names>B</given-names> </name></person-group><article-title>Representation of women in heart failure clinical trials: barriers to enrollment and strategies to close the gap</article-title><source>Am Heart J Plus</source><year>2022</year><month>01</month><volume>13</volume><fpage>100093</fpage><pub-id pub-id-type="doi">10.1016/j.ahjo.2022.100093</pub-id><pub-id pub-id-type="medline">35243454</pub-id></nlm-citation></ref></ref-list><app-group><supplementary-material id="app1"><label>Multimedia Appendix 1</label><p>Text message triggering, prioritization, and sample messages.</p><media xlink:href="resprot_v15i1e86667_app1.docx" xlink:title="DOCX File, 260 KB"/></supplementary-material><supplementary-material id="app2"><label>Checklist 1</label><p>SPIRIT checklist.</p><media xlink:href="resprot_v15i1e86667_app2.docx" xlink:title="DOCX File, 34 KB"/></supplementary-material></app-group></back></article>