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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ResProt</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Res Protoc</journal-id>
      <journal-title>JMIR Research Protocols</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">v9i1e14535</article-id>
      <article-id pub-id-type="pmid">32012093</article-id>
      <article-id pub-id-type="doi">10.2196/14535</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Protocol</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Protocol</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Screening University Students for Health Checks With an Electronic Health Questionnaire in Finland: Protocol for a Retrospective, Register-Based Cohort Study</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Dahlström</surname>
            <given-names>Örjan</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Moore</surname>
            <given-names>Simon</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes" equal-contrib="yes">
          <name name-style="western">
            <surname>Paldanius</surname>
            <given-names>Susanna</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Faculty of Medicine and Health Technology</institution>
            <institution>Tampere University</institution>
            <addr-line>PL 100</addr-line>
            <addr-line>Tampere, 33014</addr-line>
            <country>Finland</country>
            <phone>358 443220385</phone>
            <email>susanna.paldanius@tuni.fi</email>
          </address>
          <xref rid="aff2" ref-type="aff">2</xref>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-5044-5011</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Seilo</surname>
            <given-names>Noora</given-names>
          </name>
          <degrees>MD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-4585-0167</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Kunttu</surname>
            <given-names>Kristina</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-6221-044X</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Autio</surname>
            <given-names>Reija</given-names>
          </name>
          <degrees>DSc</degrees>
          <xref rid="aff5" ref-type="aff">5</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-6519-2715</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Kaila</surname>
            <given-names>Minna</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff6" ref-type="aff">6</xref>
          <xref rid="aff7" ref-type="aff">7</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9645-4925</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Faculty of Medicine and Health Technology</institution>
        <institution>Tampere University</institution>
        <addr-line>Tampere</addr-line>
        <country>Finland</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Science Centre</institution>
        <institution>Pirkanmaa Hospital District</institution>
        <addr-line>Tampere</addr-line>
        <country>Finland</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Tampere City Student Health Care</institution>
        <addr-line>Tampere</addr-line>
        <country>Finland</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Finnish Student Health Service</institution>
        <addr-line>Helsinki</addr-line>
        <country>Finland</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Faculty of Social Sciences</institution>
        <institution>Tampere University</institution>
        <addr-line>Tampere</addr-line>
        <country>Finland</country>
      </aff>
      <aff id="aff6">
        <label>6</label>
        <institution>Public Health Medicine</institution>
        <institution>University of Helsinki</institution>
        <addr-line>Helsinki</addr-line>
        <country>Finland</country>
      </aff>
      <aff id="aff7">
        <label>7</label>
        <institution>Helsinki University Hospital</institution>
        <addr-line>Helsinki</addr-line>
        <country>Finland</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Susanna Paldanius <email>susanna.paldanius@tuni.fi</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>1</month>
        <year>2020</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>29</day>
        <month>1</month>
        <year>2020</year>
      </pub-date>
      <volume>9</volume>
      <issue>1</issue>
      <elocation-id>e14535</elocation-id>
      <history>
        <date date-type="received">
          <day>2</day>
          <month>5</month>
          <year>2019</year>
        </date>
        <date date-type="rev-request">
          <day>16</day>
          <month>7</month>
          <year>2019</year>
        </date>
        <date date-type="rev-recd">
          <day>24</day>
          <month>10</month>
          <year>2019</year>
        </date>
        <date date-type="accepted">
          <day>12</day>
          <month>11</month>
          <year>2019</year>
        </date>
      </history>
      <copyright-statement>©Susanna Paldanius, Noora Seilo, Kristina Kunttu, Reija Autio, Minna Kaila. Originally published in JMIR Research Protocols (http://www.researchprotocols.org), 29.01.2020.</copyright-statement>
      <copyright-year>2020</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 (https://creativecommons.org/licenses/by/4.0/), 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 http://www.researchprotocols.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.researchprotocols.org/2020/1/e14535" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Health questionnaires and health checks are an established part of preventive health care services in Finland. However, only very limited research of these has been conducted. The Finnish Student Health Service (FSHS) provides primary health care services to all bachelor’s and master’s degree university students (approximately 134,500 students) in Finland. FSHS’s statutory health examination process of university entrants includes an electronic health questionnaire (eHQ) and, based on the students’ eHQ responses, a subsequent health check if necessary. To our knowledge, no previous studies have been published on the use of questionnaires for screening students for general health checks.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The general aim of the study is to evaluate the health examination process of university entrants. The objectives are to determine how students’ self-reported health in the eHQ and participation in the health examination process are associated with graduation, mental health problems, and the use of student health care services.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>This is an ongoing, nationwide, retrospective, register-based cohort study with a 6-year follow-up. The study population is the cohort of university entrants (N=15,723) from the 2011-2012 academic year. These students were sent the eHQ, which consisted of 26 questions about health, health habits, social relations, and studying. Based on the eHQ responses, students were referred to one of the following interventions: (1) a health check, (2) an appointment other than a health check (eg, physiotherapy), or (3) electronic feedback to support a healthy lifestyle, when the other interventions were not necessary. Multiple comparisons will be made within these groups using logistic regression. The primary outcome variables are graduation, having a mental health problem, and attending a health check. The use of FSHS health care services will be studied with the cluster analysis method. The data have been obtained from three nationwide registers: the eHQ register, the medical records of FSHS, and the Higher education achievement register. The data have been linked using personal identity codes.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>As of August 2019, the data collection and processing are complete and the statistical analyses are in progress. Preliminary results are expected in autumn 2019. Further publications are expected in 2020, and two PhD theses are expected to be completed by the end of 2022.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Studying practical procedures in primary health care is highly important for resource allocation and the development of evidence-based processes. This study will be the first to assess the usage of a health questionnaire in screening students for health checks. The findings of this study will contribute to the field of preventive health care. The main practical implication is the development of the FSHS’s health examination process. We hypothesize that participation in the health examination process enhances academic achievement and the detection of university students’ mental health problems early on in their studies.</p>
        </sec>
        <sec sec-type="registered-report">
          <title>International Registered Report Identifier (IRRID)</title>
          <p>DERR1-10.2196/14535</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>electronic health questionnaire</kwd>
        <kwd>health check</kwd>
        <kwd>screening</kwd>
        <kwd>students</kwd>
        <kwd>student health services</kwd>
        <kwd>digitalization</kwd>
        <kwd>register study</kwd>
        <kwd>preventive health services</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>The well-being of university students has raised concerns [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]; the awareness of students’ mental health problems, especially, has grown [<xref ref-type="bibr" rid="ref3">3</xref>-<xref ref-type="bibr" rid="ref5">5</xref>]. In Finland, health questionnaires and health checks are essential preventive measures for the early detection of health concerns in student health care [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>]. However, only very limited research has been conducted on these measures [<xref ref-type="bibr" rid="ref8">8</xref>-<xref ref-type="bibr" rid="ref10">10</xref>]. In general, the evidence on the effects of health checks is inconclusive, both in the student and the general populations [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref11">11</xref>-<xref ref-type="bibr" rid="ref15">15</xref>].</p>
      <p>Finland has a strong tradition of offering preventive health care services to its residents (see <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>) [<xref ref-type="bibr" rid="ref16">16</xref>]. Student health care is a part of this statutory preventive health care provision (see <xref ref-type="boxed-text" rid="box1">Textbox 1</xref>) [<xref ref-type="bibr" rid="ref7">7</xref>]. The promotion of the health and study ability of the students at the level of individuals and communities forms a central part of student health care services (see <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>) [<xref ref-type="bibr" rid="ref17">17</xref>].</p>
      <p>The Finnish Student Health Service (FSHS) provides student health care services to all bachelor’s and master’s degree university students in Finland (approximately 134,500 students) [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>]. FSHS has provided health checks to all university entrants since the 1970s. However, in the beginning of the 21st century, universal health checks were identified to be an area for development due to low participation rates. As a solution, FSHS developed a two-stage health examination process. The process included an electronic health questionnaire (eHQ) and, based on the students’ eHQ responses, a subsequent health check if necessary. The eHQ includes 26 questions about health, health habits, social relations, and studying (see <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>). Providing a digitalized health questionnaire to all university entrants instead of universal health checks was believed to increase the number of students reached. Further, the process was aimed to facilitate identification of students with health problems and to target health checks to these students.</p>
      <p>The two-stage health examination process was developed by following the ideology of the plan-do-study-act cycle [<xref ref-type="bibr" rid="ref20">20</xref>]. Feasibility of the eHQ was tested in 2005 [<xref ref-type="bibr" rid="ref9">9</xref>]. A pilot study of the process was conducted in 2008 [<xref ref-type="bibr" rid="ref21">21</xref>]. Based on the results of these studies, the eHQ was further developed. The health examination process was implemented nationally in 2009. The data collected over time now enable studying the process again.</p>
      <p>To our knowledge, no previous studies have been published on the use of a questionnaire for screening students for general health checks. However, multiple studies exist about different questionnaires that are used to detect specific symptoms [<xref ref-type="bibr" rid="ref22">22</xref>-<xref ref-type="bibr" rid="ref24">24</xref>] or to evaluate health behavior and social conditions [<xref ref-type="bibr" rid="ref25">25</xref>-<xref ref-type="bibr" rid="ref28">28</xref>] in student populations. The eHQ aims to provide an overview of the health and well-being of university entrants rather than to identify specific conditions.</p>
      <p>The general aim of this study is to evaluate the health examination process of FSHS. The specific research questions are as follows:</p>
      <list list-type="order">
        <list-item>
          <p>Is responding to the eHQ and attendance at the health check associated with completing a bachelor’s or master’s degree in the 6-year follow-up?</p>
        </list-item>
        <list-item>
          <p>How are mental health problems associated with completing a bachelor’s or master’s degree in the 6-year follow-up?</p>
        </list-item>
        <list-item>
          <p>How are responding to the eHQ and attendance at the health check associated with the use of FSHS’ health care services?</p>
        </list-item>
        <list-item>
          <p>How are university entrants’ responses to the eHQ questions associated with:</p>
          <list list-type="alpha-lower">
            <list-item>
              <p>completing a bachelor’s or master’s degree?</p>
            </list-item>
            <list-item>
              <p>health check attendance?</p>
            </list-item>
            <list-item>
              <p>mental health problems?</p>
            </list-item>
            <list-item>
              <p>the use of FSHS health care services?</p>
            </list-item>
          </list>
        </list-item>
      </list>
      <boxed-text id="box1" position="float">
        <title>Student health care services of university students according to the Finnish Health Care Act [<xref ref-type="bibr" rid="ref7">7</xref>].</title>
        <list list-type="bullet">
          <list-item>
            <p>Triennial checks on health and safety in educational institutions and welfare promotion among learning communities</p>
          </list-item>
          <list-item>
            <p>The monitoring of students’ health, welfare, and fitness to study, including a health questionnaire during the first year of study leading to a health check if necessary</p>
          </list-item>
          <list-item>
            <p>The provision of health and medical care services for students, including mental health and substance abuse services, advice on sexual health, and oral health care</p>
          </list-item>
          <list-item>
            <p>Early identification of any special needs and tests required by students, support, and, if necessary, referral to further tests or treatment</p>
          </list-item>
        </list>
      </boxed-text>
      <p>To the best of our knowledge, this type of health examination process will be studied for the first time. We hypothesize that the health examination process enhances university students’ academic achievement and the early detection of mental health problems.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Design</title>
        <p>This is a nationwide, retrospective, register-based cohort study with a 6-year follow-up (see <xref rid="figure1" ref-type="fig">Figure 1</xref>). The study population is the cohort of Finnish university entrants from the 2011-2012 academic year (N=15,723). Data from three nationwide registers have been linked and will be analyzed in order to answer the research questions.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>The study timeline. eHQ: electronic health questionnaire; FSHS: Finnish Student Health Service; VIRTA: higher education achievement register.</p>
          </caption>
          <graphic xlink:href="resprot_v9i1e14535_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Study Population</title>
        <p>As stated, the study population is comprised of university entrants who enrolled in the 2011-2012 academic year (N=15,723). According to Statistics Finland, 2.7% (N=145,800) of the Finnish population were studying for a bachelor’s or master’s degree in one of the 13 universities in 2012 (see <xref ref-type="table" rid="table1">Table 1</xref>); 19% of men and 26% of women in the 19-21-year-old age class had entered a university [<xref ref-type="bibr" rid="ref29">29</xref>]. In 2017, the median time to complete a bachelor's degree was 3.8 years and the median time to complete a master’s degree, including a bachelor’s degree, was 5.9 years [<xref ref-type="bibr" rid="ref30">30</xref>].</p>
        <p>The Finnish Student Health Survey has been conducted every 4 years since 2000 [<xref ref-type="bibr" rid="ref31">31</xref>]. The survey indicates that Finnish university students are, in general, healthy. In 2016, 75% reported good or very good overall well-being [<xref ref-type="bibr" rid="ref31">31</xref>]. However, mental health problems are a significant challenge in the Finnish student population. Every third student reported mental health problems in a 12-item general health questionnaire, and 7% were identified to be burnt out according to the study burn-out inventory [<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref31">31</xref>].</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>University students in Finland in 2012 according to Statistics Finland<sup>a</sup>.</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="390"/>
            <col width="250"/>
            <col width="250"/>
            <col width="110"/>
            <thead>
              <tr valign="top">
                <td>Students’ degree status</td>
                <td>Total, N</td>
                <td>Female, n (%)</td>
                <td>Male, n (%)</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Studied either a bachelor’s or master’s degree</td>
                <td>144,279</td>
                <td>76,979 (53.35)</td>
                <td>67,300 (46.65)</td>
              </tr>
              <tr valign="top">
                <td>Started a bachelor’s degree</td>
                <td>15,218</td>
                <td>8624 (56.67)</td>
                <td>6594 (43.33)</td>
              </tr>
              <tr valign="top">
                <td>Started a master’s degree</td>
                <td>4874</td>
                <td>2538 (52.07)</td>
                <td>2336 (47.93)</td>
              </tr>
            </tbody>
          </table>
          <table-wrap-foot>
            <fn id="table1fn1">
              <p><sup>a</sup>Statistics Finland provides publicly available statistical information.
		</p>
            </fn>
          </table-wrap-foot>
        </table-wrap>
      </sec>
      <sec>
        <title>The Health Examination Process of the Finnish Student Health Service</title>
        <p>The health examination process of FSHS includes an eHQ sent to all university entrants and a subsequent health check if necessary (see <xref rid="figure2" ref-type="fig">Figure 2</xref>). The process produces data about students’ health and risk behaviors for FSHS. The data are used to develop student health care services and study environment.</p>
        <p>The purpose of the eHQ is to give an overview of students’ well-being and to identify students who have potential risk factors for study ability (see <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>). Students with potential risk factors are offered a chance for a health check conducted by a public health nurse. In the health check, the eHQ serves as a basis for discussion. In addition to being a screening tool, the eHQ is thought to be an intervention itself by motivating students to consider their health behavior.</p>
        <p>It has been suggested that to detect health problems associated with academic functioning, a health questionnaire in student health care should include questions about social support; general, physical, and psychological health; study-related issues; help-seeking behavior; and life events in the past [<xref ref-type="bibr" rid="ref32">32</xref>]. The eHQ covers all these subjects except for past life events.</p>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>The health examination process of the Finnish Student Health Service (FSHS) in the 2011-2012 academic year.</p>
          </caption>
          <graphic xlink:href="resprot_v9i1e14535_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
        <p>The eHQ consists of 26 questions about physical and mental health, social relations, and studying (see <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>). It includes questions about self-rated health, long-term diseases, and recurrent symptoms. Health habits, such as exercising, eating habits, sleeping, and substance abuse, including the Alcohol Use Disorders Identification Test (AUDIT), are reported [<xref ref-type="bibr" rid="ref33">33</xref>]. Mental health-related questions cover, for example, questions about usual state of mind and loneliness. Most of the questions are adapted from validated questionnaires or from Finnish population surveys. However, the eHQ as a whole has not been validated.</p>
        <p>The invitations to answer the eHQ were sent in clusters via email during the 2011-2012 academic year. To fill the eHQ, the students signed into a separate program protected by strong electronic identification [<xref ref-type="bibr" rid="ref34">34</xref>]. The students who were referred to a health check were responsible for making the appointment themselves. Responding to the eHQ and attending the health check were voluntary for students. In the study, we will compare eHQ respondents with nonrespondents, and attendees to the health check with nonattendees, in terms of the research questions.</p>
        <p>The general goals of the health checks are defined by the Ministry of Social Affairs and Health, whereas the content of the checks is undefined (see <xref rid="figure3" ref-type="fig">Figure 3</xref>) [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref17">17</xref>]. Therefore, FSHS has defined the content of the health checks for university students (see <xref rid="figure3" ref-type="fig">Figure 3</xref>).</p>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>The content of the health examination process defined by the Finnish Student Health Service (FSHS) and the goals of health checks in student health care according to the Ministry of Social Affairs and Health.</p>
          </caption>
          <graphic xlink:href="resprot_v9i1e14535_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Data Sources</title>
        <p>The data have been obtained from three nationwide registers: the eHQ register, the medical records of FSHS, and the <italic>Higher education achievement register</italic> (VIRTA) owned by the Ministry of Education and Culture [<xref ref-type="bibr" rid="ref35">35</xref>].</p>
        <p>The response data to the annual eHQ accumulate within the eHQ register, which is a separate part of the medical records of FSHS. The register is owned and managed by FSHS. The response data have been obtained for the 2011-2012 academic year.</p>
        <p>The FSHS’s medical records include systematic documentation on the students’ medical history and care at FSHS. The study data include the following: (1) primary reasons for the encounters, (2) primary diagnoses, (3) number of encounters, and (4) profession of the health care professional involved in the encounter for the 2011-2017 period. The outcome variables <italic>mental health problem</italic> and <italic>health check attendance</italic> are derived from the medical records data. Mental health problems are identified based on the 10th revision of the International Statistical Classification of Diseases and Related Health Problems (ICD-10) and the International Classification of Primary Care, Second edition (ICPC-2) classifications [<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>].</p>
        <p>VIRTA is the Higher education achievement register of the national data warehouse for higher education. The register includes, for example, records of graduations of all Finnish higher education institutions. The information about students’ graduations has been obtained for the 2011-2017 period. The outcome variable <italic>graduation</italic> was obtained from the VIRTA data.</p>
        <p>The data have been linked using Finnish personal identity codes. All Finnish citizens and permanent residents have personal identity codes administered by the Population Register Centre [<xref ref-type="bibr" rid="ref38">38</xref>]. The code is individual to its holder and remains unchanged throughout the holder’s lifetime [<xref ref-type="bibr" rid="ref38">38</xref>].</p>
      </sec>
      <sec>
        <title>Statistical Analyses</title>
        <p>To describe the data, the frequencies, percentages, and medians with interquartile ranges will be calculated. For the preliminary analysis, chi-square tests will be employed to detect the associations between the categorical variables. Further, the normally distributed data will be analyzed with <italic>t</italic> tests and analyses of variance. In the cases where data are not normally distributed, the Mann-Whitney U test and the Kruskall-Wallis test for detecting the differences between the groups will be utilized. Multiple comparisons will be performed with the Bonferroni method.</p>
        <p>In research questions 1, 2, and 4 a-c, multiple logistic regression will be the main analysis method to account for the associations between explanatory and outcome variables. The outcome variables in the regression analyses will be <italic>graduation</italic>, <italic>having a mental health problem</italic>, and <italic>attending the referred health check</italic>. The main explanatory variables will be students’ responses to the eHQ. In addition, demographic factors (ie, age, sex, and field of study) will be accounted for.</p>
        <p>In research questions 3 and 4 d, the use of FSHS health care services will be analyzed with clustering analysis to detect the patterns of how the students are using the services. The patterns will then be analyzed with the explanatory variables in order to find the associations between service use and other variables.</p>
        <p>Comparisons in the study will be made between eHQ respondents and nonrespondents, health check attendees and nonattendees, graduates and nongraduates, and students who have and do not have mental health problems.</p>
        <p>The analyses will be carried out using IBM SPSS Statistics for iOS and Windows, version 25.0 or later (IBM Corp), and R, version 3.6.1 (The R Foundation), with suitable packages [<xref ref-type="bibr" rid="ref39">39</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Schedule</title>
        <p>As of August 2019, the data collection and processing are complete and statistical analyses are in progress. Preliminary results are expected in autumn 2019. Further publications are expected in 2020, and two PhD theses are expected to be completed by the end of 2022 (see <xref rid="figure1" ref-type="fig">Figure 1</xref>).</p>
      </sec>
      <sec>
        <title>Ethics and Governance</title>
        <p>The study is being conducted under the guidelines of the Finnish National Board on Research Integrity [<xref ref-type="bibr" rid="ref40">40</xref>]. The study has been ethically reviewed by the Ethics Committee of the Tampere Region (reviews 2/2017 and 23/2017). The review was affirmative.</p>
        <p>The study has been evaluated and authorized by the Finnish National Institute of Health and Welfare, which authorizes the research use of confidential data in Finland (Dnro THL/1364/5.05.00/2017) [<xref ref-type="bibr" rid="ref41">41</xref>]. The study has received permission from the FSHS to conduct research. All 13 Finnish universities have given permission for their part to use the Higher education achievement register. A risk assessment and data protection plan has been delivered to the Finnish office of the data protection ombudsman.</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <p>This study is the first to assess the usage of a health questionnaire in screening students for health checks. In addition, the study explores the eHQ in identifying the students who have mental health problems and the effects of attending the health check.</p>
      <p>The strengths of the study are its high-quality nationwide register data with good coverage and the high percentage of completed questionnaires from the respondents. The register data enable the assessment of the whole cohort of university entrants with a relatively long follow-up. Conducting register-based studies in Finland is feasible due to the unique identity codes that enable data linkage between the registers and individual-level analyses [<xref ref-type="bibr" rid="ref42">42</xref>].</p>
      <p>The limitations of register-based studies, in general, should be considered. Even though it has been found that Finnish administrative registers are of high quality, missing or incorrectly recorded data are always a possibility [<xref ref-type="bibr" rid="ref42">42</xref>]. In this study, the medical records might include missing or false data due to the possibility of human error. In addition, it might also be counted as a limitation that the eHQ is not a validated questionnaire.</p>
      <p>It is valuable to study primary health care practice with respect to resource allocation and conducting evidence-based processes. The health examination process of FSHS consumes public resources and the need for resources will increase significantly in the near future. The services of FSHS will expand to also cover the students of universities of applied sciences (approximately 140,000 students) from the beginning of 2021. This means FSHS will provide student health care services for all higher education students in Finland (approximately 250,000 students). Hence, the number of students to whom the health examination process is provided will approximately double. It is essential to obtain evidence regarding FSHS’s processes to allocate resources effectively.</p>
      <p>The main practical implication of this study is the development of the statutory health examination process for higher education students in Finland. Students are especially interested in, and well capable of, using new digital applications. Therefore, the development of the health examination process will focus on digital solutions, for example, the robotization of the eHQ. This study provides information about the functionality of the process, which is needed for further digitalization. Furthermore, we believe the findings will support both health care and the university administration in understanding, more profoundly, the health and welfare requirements of university students.</p>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>The continuum of preventive health care services in Finland.</p>
        <media xlink:href="resprot_v9i1e14535_app1.pdf" xlink:title="PDF File  (Adobe PDF File), 62 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Study ability: the definition of the concept.</p>
        <media xlink:href="resprot_v9i1e14535_app2.pdf" xlink:title="PDF File  (Adobe PDF File), 72 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>The electronic health questionnaire (eHQ) questions.</p>
        <media xlink:href="resprot_v9i1e14535_app3.pdf" xlink:title="PDF File  (Adobe PDF File), 49 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">AUDIT</term>
          <def>
            <p>Alcohol Use Disorders Identification Test</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">eHQ</term>
          <def>
            <p>electronic health questionnaire</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">FSHS</term>
          <def>
            <p>Finnish Student Health Service</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">ICD-10</term>
          <def>
            <p>10th revision of the International Statistical Classification of Diseases and Related Health Problems</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">ICPC-2</term>
          <def>
            <p>International Classification of Primary Care, Second edition</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">VIRTA</term>
          <def>
            <p>higher education achievement register</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>The authors would like to thank public health nurse Ritva-Liisa Hannula for providing valuable information regarding the practical implementation of the health examination process. We would further like to thank development manager Elina Heilala for her significant efforts in the FSHS data collection.</p>
      <p>This research project is funded by The Social Insurance Institution of Finland and the City of Tampere. The Social Insurance Institution of Finland follows the progress of the project annually. The funders did not have any role in the study design; data collection; management, analyses, and interpretation of data; or the writing of this manuscript.</p>
    </ack>
    <fn-group>
      <fn fn-type="con">
        <p>SP and NS designed the study, collected and processed the data, and wrote the manuscript with equal contributions. KK and MK significantly contributed to the design of the study and revised the manuscript. RA significantly contributed to the statistical design and revised the manuscript. All authors have read and approved the final manuscript.</p>
      </fn>
      <fn fn-type="conflict">
        <p>KK retired from FSHS in 2017; FSHS has not supported the study financially.</p>
      </fn>
    </fn-group>
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