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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 Inc.</publisher-name>
                <publisher-loc>Toronto, Canada</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="publisher-id">v2i1e16</article-id>
            <article-id pub-id-type="pmid">23649858</article-id>
            <article-id pub-id-type="doi">10.2196/resprot.2099</article-id>
            <article-categories>
                <subj-group subj-group-type="article-type">
                    <subject>Original Paper</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Evaluation of Active Transition, a Website-Delivered Physical Activity Intervention for University Students: Pilot 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>Vandelanotte</surname>
                        <given-names>Corneel</given-names>
                    </name>
                </contrib>
                <contrib contrib-type="reviewer">
                    <name>
                        <surname>Vervoort</surname>
                        <given-names>Leentje</given-names>
                    </name>
                </contrib>
            </contrib-group>
            <contrib-group>
                <contrib contrib-type="author" id="contrib1" corresp="yes">
                    <name name-style="western">
                        <surname>Kwan</surname>
                        <given-names>Matthew</given-names>
                    </name>
                    <degrees>PhD</degrees>
                    <xref ref-type="aff" rid="aff1">1</xref>
                    <address>
                        <institution>Department of Family Medicine</institution>
                        <institution>Faculty of Health Sciences</institution>
                        <institution>McMaster University</institution>
                        <addr-line>Suite 201A</addr-line>
                        <addr-line>175 Longwood Road</addr-line>
                        <addr-line>Hamilton, ON, L8P 0A1</addr-line>
                        <country>Canada</country>
                        <phone>1 905 525 9140 ext 21685</phone>
                        <fax>1 905 527 4440</fax>
                        <email>kwanmy@mcmaster.ca</email>
                    </address>
                </contrib>
                <contrib contrib-type="author" id="contrib2">
                    <name name-style="western">
                        <surname>Faulkner</surname>
                        <given-names>Guy</given-names>
                    </name>
                    <degrees>PhD</degrees>
                    <xref ref-type="aff" rid="aff2">2</xref>
                </contrib>
                <contrib contrib-type="author" id="contrib3">
                    <name name-style="western">
                        <surname>Bray</surname>
                        <given-names>Steven</given-names>
                    </name>
                    <degrees>PhD</degrees>
                    <xref ref-type="aff" rid="aff3">3</xref>
                </contrib>
            </contrib-group>
            <aff id="aff1" rid="aff1">
                <sup>1</sup>
                <institution>Department of Family Medicine</institution>
                <institution>Faculty of Health Sciences</institution>
                <institution>McMaster University</institution>
                <addr-line>Hamilton, ON</addr-line>
                <country>Canada</country>
            </aff>
            <aff id="aff2" rid="aff2">
                <sup>2</sup>
                <institution>Exercise Psychology Unit</institution>
                <institution>Faculty of Kinesiology and Physical Education</institution>
                <institution>University of Toronto</institution>
                <addr-line>Toronto, ON</addr-line>
                <country>Canada</country>
            </aff>
            <aff id="aff3" rid="aff3">
                <sup>3</sup>
                <institution>Department of Kinesiology</institution>
                <institution>Faculty of Science</institution>
                <institution>McMaster University</institution>
                <addr-line>Hamilton, ON</addr-line>
                <country>Canada</country>
            </aff>
            <author-notes>
                <corresp>Corresponding Author: Matthew Kwan <email>kwanmy@mcmaster.ca</email>
                </corresp>
            </author-notes>
            <pub-date pub-type="collection">
                <season>Jan-Jun</season>
                <year>2013</year>
            </pub-date>
            <pub-date pub-type="epub">
                <day>06</day>
                <month>05</month>
                <year>2013</year>
            </pub-date>
            <volume>2</volume>
            <issue>1</issue>
            <elocation-id>e16</elocation-id>
            <!--history from ojs - api-xml-->
            <history>
                <date date-type="received">
                    <day>01</day>
                    <month>03</month>
                    <year>2012</year>
                </date>
                <date date-type="accepted">
                    <day>24</day>
                    <month>01</month>
                    <year>2013</year>
                </date>
            </history>
            <!--(c) the authors - correct author names and publication date here if necessary. Date in form ', dd.mm.yyyy' after jmir.org-->
            <copyright-statement>&#169;Matthew Kwan, Guy Faulkner, Steven Bray. Originally published in JMIR Research Protocols (http://www.researchprotocols.org), 06.05.2013. </copyright-statement>
            <copyright-year>2013</copyright-year>
            <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/2.0/">
                <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0/), 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="http://www.researchprotocols.org/2013/1/e16/" xlink:type="simple" />
            <abstract>
                <sec sec-type="background">
                    <title>Background</title>
                    <p>While physical activity in individuals tends to decline steadily with age, there are certain periods where this decline occurs more rapidly, such as during early adulthood. Interventions aimed at attenuating the declines in physical activity during this transition period appear warranted.</p>
                </sec>
                <sec sec-type="objective">
                    <title>Objective</title>
                    <p>The purpose of the study was to test the feasibility and efficacy of a theoretically informed, website-delivered physical activity intervention aimed at students entering university.</p>
                </sec>
                <sec sec-type="methods">
                    <title>Methods</title>
                    <p>Using a quasi-experimental design, 65 participants (44 females; mean age 18.51, SD 0.91) were assigned to either an intervention (receiving website access plus weekly prompts) or comparison condition (receiving unprompted website access only), completing questionnaires at baseline and follow-up 8 weeks later. The intervention website, &#8220;Active Transition&#8221;, was specifically designed to target students&#8217; physical activity cognitions and self-regulatory skills.</p>
                </sec>
                <sec sec-type="results">
                    <title>Results</title>
                    <p>Intervention usage was low, with only 47% (18/38) of participants assigned to the intervention condition logging into the website 2 or more times. Among the broader student sample, there were significant declines in students&#8217; physical activity behaviors (<italic>F</italic>
                        <sub>1,63</sub>=18.10, <italic>P</italic>&#60;.001), attitudes (<italic>F</italic>
                        <sub>1,62</sub>=55.19, <italic>P</italic>&#60;.001), and perceived behavioral control (<italic>F</italic>
                        <sub>1,62</sub> =17.56, <italic>P</italic>&#60;.001). In comparisons between intervention users (29/65, individuals logging in 2 or more times) and non-users (36/65<italic>,</italic> individuals logging in once or not at all), there was a significant interaction effect for intervention usage and time on perceived behavioral control (<italic>F</italic>
                        <sub>1,62</sub>=5.13, <italic>P=</italic>.03).</p>
                </sec>
                <sec sec-type="conclusions">
                    <title>Conclusions</title>
                    <p>Poor intervention usage suggests that future efforts need to incorporate innovative strategies to increase intervention uptake and better engage the student population. The findings, however, suggest that a website-delivered intervention aimed at this critical life stage may have positive impact on students&#8217; physical activity cognitions. Future studies with more rigorous sampling designs are required.</p>
                </sec>
            </abstract>
            <kwd-group>
                <kwd>physical activity</kwd>
                <kwd>efficacy trial</kwd>
                <kwd>Internet-based intervention</kwd>
                <kwd>university students</kwd>
            </kwd-group>
        </article-meta>
    </front>
    <body>
        <sec sec-type="introduction">
            <title>Introduction</title>
            <p>Despite many known health benefits of physical activity, the majority of the Western world does not accrue recommended amounts of moderate-to-vigorous physical activity (MVPA) [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref2">2</xref>]. Given that physical inactivity is a pervasive problem across the general population, concerted efforts are required to develop interventions aimed at specific life stages [<xref ref-type="bibr" rid="ref3">3</xref>,<xref ref-type="bibr" rid="ref4">4</xref>]. While most research has focused on increasing participation, little work has been aimed at preventing physical activity declines. Trends across the lifespan show children and youth being the most active segment in the population; however, accelerated erosions in physical activity are evident as this youth population moves toward early adulthood [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. More recently, a number of studies have found the transition from high school to college/university being a period in which young adults are particularly susceptible to significant declines in physical activity [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>]. Approximately one-third of the young adults that were sufficiently active during high school, become insufficiently active during their first year at university [<xref ref-type="bibr" rid="ref8">8</xref>]. These declines in physical activity might be largely unexpected as most students enter university with positive attitudes toward physical activity and strong intentions to be active [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>]. Given that there is potential for exposing university students to sustained health messaging through already established knowledge exchange methods and messengers, and subsidized physical activity facilities, programs, and staffing, the post-secondary environment should be an ideal setting of intervention to attenuate declines in physical activity in contrast to interventions seeking to increase physical activity.</p>
            <p>Few attempts, however, have been made to address population-specific perturbations in social (eg, peer influence) and environmental (eg, moving away from home) conditions. To the best of our knowledge, only one intervention study has explicitly targeted students&#8217; transition into college and university. Bray and colleagues [<xref ref-type="bibr" rid="ref11">11</xref>] developed a tailored physical activity guide targeting students entering first year college and university, and the results of the intervention were positive. Compared to students who were given a standard physical activity guide or no guide, those receiving a tailored activity guide were engaging in significantly more MVPA per week during the 6-week intervention period. The caveat, however, was that students who received the tailored activity guide still exhibited significant declines in physical activity upon entry into university. This suggested that further effort is required to develop effective interventions for this population. In particular, although print-based material is low in cost and easy to mass distribute, the Internet is becoming increasingly popular for health behavior change interventions [<xref ref-type="bibr" rid="ref12">12</xref>-<xref ref-type="bibr" rid="ref14">14</xref>], and although its effectiveness has varied [<xref ref-type="bibr" rid="ref15">15</xref>], it is advantageous as information can be delivered in real time and accessed by users at their convenience. Intuitively, the Internet would be an appropriate platform within the context of the university setting. Recent research also provided empirical support, as the Internet is the most frequently used source from which university students gain health-related information [<xref ref-type="bibr" rid="ref16">16</xref>], and the Internet has been identified as the preferred delivery vehicle for any potential physical activity intervention [<xref ref-type="bibr" rid="ref10">10</xref>]. The purpose of this investigation was to pilot the feasibility and efficacy of a theoretically informed, website-delivered physical activity intervention called &#8220;Active Transition&#8221;. Specifically, the intervention aimed at attenuating the declines in physical activity behaviors among students as they transition into university.</p>
        </sec>
        <sec sec-type="methods">
            <title>Methods</title>
            <sec>
                <title>Selection and Recruitment of Participants</title>
                <p>The current study was a quasi-experimental trial using stratified cluster randomization to recruit participants. A total of 4 floors in residence were asked to take part in this pilot study. There were 2 campus residence buildings that participated, each having 1 floor randomly (by toss of a coin) assigned to the intervention condition, and 1 floor selected to the comparison condition. Early in the fall semester, 198 eligible students living on the selected floors were invited to participate. Written consent was obtained from 146 potential participants. These students were sent a link to the baseline questionnaire, which included measures of demographic characteristics, psychosocial variables of attitudes, subjective norms, perceived behavioral control and intentions, and physical activity behaviors. Baseline data was obtained from 91 (59 female) students, with most students in their first year of study. Following the pilot 6-week intervention (described in detail below), participants that completed the baseline questionnaire were sent a link to a follow-up questionnaire with the same measures of physical activity cognitions and behavior. Further attrition resulted in a final sample of 65 students (44 female; mean age 18.51, SD 0.92) completing both baseline and follow-up questionnaires. The study protocol was approved by the Research Ethics Board at the University of Toronto.</p>
            </sec>
            <sec>
                <title>Study Conditions</title>
                <p>For pragmatic reasons, and given the pilot nature of the study, a true control group was not included. A minimal-contact condition or comparison condition was used instead, where students were provided access to, but were not prompted to use, the intervention website. Given that the effectiveness of Internet-based interventions are greatly enhanced with the use of additional methods of participant interactions such as email messages [<xref ref-type="bibr" rid="ref14">14</xref>], participants in the intervention condition were sent weekly emails prompting students to access the intervention website. The emails provided participants with a synopsis highlighting a weekly intervention topic for each of the 6 weeks. For instance, the topic for week 2 of the intervention was focused on the many student-specific benefits of maintaining a physically active lifestyle. To illustrate, students were sent the following email:</p>
                <disp-quote>
                    <p>Hope you&#8217;re having a great week&#8230; Did you know? Being physically active can help you obtain better grades. Physical activity can also give you more energy, allow you to concentrate better, and get you a better night&#8217;s rest! Find out more about how physical activity can help you with your studies and more.</p>
                </disp-quote>
                <p>An external link accompanied the email message that linked participants to the website with more details about the student-specific benefits of being physically active.</p>
            </sec>
            <sec>
                <title>Active Transition</title>
                <p>Hosted within a university portal (Blackboard), Active Transition was a password-controlled website developed to be an informational forum specifically targeting psychosocial mediating variables based on Ajzen&#8217;s [<xref ref-type="bibr" rid="ref17">17</xref>] theory of planned behavior (TPB), and educating students around self-regulating/self-monitoring techniques. Findings from a recent review reported that Web-based TPB interventions are more effective than other theory-based interventions (eg, social cognitive theory, transtheoretical model) [<xref ref-type="bibr" rid="ref14">14</xref>], and that control theory techniques (eg, goal setting, action planning) are most effective for changing physical activity behaviors [<xref ref-type="bibr" rid="ref18">18</xref>]. Designed to be 6 weeks in length, Active Transition was a passive intervention, delivering weekly topics on behavioral, normative, control beliefs in physical activity, as well as goal-setting, action planning, relapse prevention, and behavioral maintenance.</p>
                <p>The first 2 weeks of the intervention targeted students&#8217; motivation (ie, attitudes, perceptions of control), including student-specific benefits of being physically active (eg, improving concentration, helping with social life), and coping strategies to deal with salient barriers that students typically face during their transition into university. In an attempt to bridge the gap between students&#8217; intentions and subsequent behaviors [<xref ref-type="bibr" rid="ref9">9</xref>], topics for week 3 and 4 focused on behavioral modification techniques. The intervention material included information on how to effectively set goals, as well as providing sample schedules of how to action plan (<xref ref-type="fig" rid="figure1">Figure 1</xref>). Action planning and goal setting are two strategies that have been found to be effective in translating people&#8217;s intention into behaviors [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref20">20</xref>]. The topics for the final 2 weeks of the intervention focused on relapse prevention and behavioral maintenance, encouraging students to maintain behaviors despite the normal disruptions that occur while at university. In addition to the highlighted topics, the website included additional resources for students, including a discussion board to facilitate social networking (eg, finding other people with similar interests), links to available leagues and facilities on or nearby campus, mapped out running/biking routes (<xref ref-type="fig" rid="figure2">Figure 2</xref>), as well as the opportunity to contact a physical activity expert. Prior to the intervention, Active Transition was pre-tested with students and physical activity experts. A few minor changes were made regarding the text and material; however, there was consensus that the intervention was both acceptable and user-friendly [<xref ref-type="bibr" rid="ref21">21</xref>].</p>
                <fig id="figure1" position="float">
                    <label>Figure 1</label>
                    <caption>
                        <p>Screenshot of the intervention topic on action planning.</p>
                    </caption>
                    <graphic xlink:href="resprot_v2i1e16_fig1.jpg" alt-version="no" mimetype="image" position="float" xlink:type="simple" />
                </fig>
                <fig id="figure2" position="float">
                    <label>Figure 2</label>
                    <caption>
                        <p>Screenshot of running map as example of intervention resources.</p>
                    </caption>
                    <graphic xlink:href="resprot_v2i1e16_fig2.jpg" alt-version="no" mimetype="image" position="float" xlink:type="simple" />
                </fig>
            </sec>
            <sec>
                <title>Measures</title>
                <sec>
                    <title>Moderate-to-Vigorous Activity</title>
                    <p>MVPA was measured using the 2003 Behavior Risk Factor Surveillance System (BRFSS; CDC, 2003 [<xref ref-type="bibr" rid="ref22">22</xref>]). Participants reported the <italic>average number of sessions</italic> as well as the <italic>average duration</italic> of both moderate and vigorous physical activity engaged in per week. Example questions used to collect this information included (1) in a usual week, how many days do you do vigorous activities (such as running, aerobics, hockey, squash) for at least 10 minutes at a time that cause large increases in breathing or heart rate? and (2) On days that you do vigorous activities for at least 10 minutes at a time, how much total time per day do you spend doing these activities? MVPA was computed by adding the products of the average weekly frequency and duration for both moderate and vigorous intensity activities. Consistent with previous research on students&#8217; transition into university [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>], an 8-month recall was used to capture average MVPA prior to the intervention and 6-week recall was used at the follow-up measure to capture average MVPA during the intervention period.</p>
                </sec>
                <sec>
                    <title>Physical Activity Cognitions</title>
                    <p>Social cognitive variables comprised of TPB measures that were developed and used in a previous study [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]. For the purposes of clarity and consistency, each measure used the common reference of being &#8220;physically active&#8221; (defined as engaging in MVPA on most days of the week for at least 30 minutes per day). Multi-item measures were summed and averaged; reliability of scales were all within acceptable range (alpha=.76 to .91).</p>
                </sec>
                <sec>
                    <title>Attitudes</title>
                    <p>Rated on a 7-point Likert scale, 6 items were used to measure attitudes. Two items captured the instrumental component (ie, being physically active is harmful/beneficial and useless/useful), 3 represented the experiential component (ie, enjoyable/unenjoyable, pleasant/unpleasant, and fun/boring), and a good-bad scale.</p>
                </sec>
                <sec>
                    <title>Subjective Norms</title>
                    <p>A single item was used to reflect subjective norms, asking: important people to me think I should be physically active. Participants were required to rate each item on a 7-point Likert scale (1= strongly disagree, 7= strongly agree).</p>
                </sec>
                <sec>
                    <title>Perceived Behavioral Control</title>
                    <p>To measure PBC, 6 items were used. Three questions assessed controllability and 3 questions assessed self-efficacy. For example, questions pertaining to controllability included, &#8220;how much control do you have to be physically active?&#8221; (1=extreme lack of control, 7=extreme control), and questions assessing self-efficacy included, &#8220;how confident are you that you can be physically active?&#8221; (1=extremely unconfident, 7=extremely confident).</p>
                </sec>
                <sec>
                    <title>Physical Activity Intentions</title>
                    <p>Three items were used to measure participants&#8217; intentions to be physically active (1=strongly disagree, 7=strongly agree), asking, &#8220;I intend, I will try, and it is my desire to be physically active&#8221;.</p>
                </sec>
            </sec>
        </sec>
        <sec sec-type="results">
            <title>Results</title>
            <sec>
                <title>Process Evaluation</title>
                <p>To examine the feasibility of the website-delivered intervention, study compliance was first examined. Among a total of 198 eligible participants living in the selected residences, 65 of the students completed both baseline and follow-up questionnaires. Initially, 74% (139/198) of all the eligible students had provided written consent, expressing interest in the physical activity intervention and participating in the study. Baseline data, however, was obtained from only 91 (59 females) of those students, representing a 62% response rate; and of the 91 participants that completed the baseline questionnaire, 65 completed the follow-up questionnaire (44 females), representing a 71% (65/91) retention rate. One-way ANOVAs revealed no significant differences between adherers and dropouts for baseline physical activity levels (<italic>F</italic>
                    <sub>1,89</sub>=1.67, <italic>P</italic>=.17), or on any of the physical activity cognition measures (<italic>P&#8217;s</italic> &#62;.05); thus the final sample of 65 participants was available for subsequent analyses. A comprehensive breakdown of participant responses is shown in <xref ref-type="fig" rid="figure3">Figure 3</xref>.</p>
                <p>To determine the level of engagement that participants had with the intervention, usage data (the number of times participants logged into the intervention website) was also examined. Importantly, it uncovered that 41% of the participants assigned to the comparison condition were actually users of the intervention (11/27, defined as logging into the website 2 or more times), and 53% in the intervention condition were non-users (20/38, defined as logging in once or not at all). More broadly, usage results indicated that compliance to the intervention was low, with only 6% of participants (4/65) entering the website on an average of one time per week (ie, 6 or more occasions), and only 45% of participants (29/65) logging onto the intervention website on more than 2 occasions. Similarly there were only 5 participants that used the discussion board during the intervention period, and only 1 student had contacted the physical activity expert. Given that this was a pilot study that resulted in unexpected usage within both study conditions, subsequent comparisons in physical activity cognitions and behaviors are made between intervention users (29/65) and intervention non-users (36/65).</p>
                <fig id="figure3" position="float">
                    <label>Figure 3</label>
                    <caption>
                        <p>Detailed breakdown of participant recruitment.</p>
                    </caption>
                    <graphic xlink:href="resprot_v2i1e16_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple" />
                </fig>
            </sec>
            <sec>
                <title>Changes in Physical Activity Cognitions and Behaviors</title>
                <p>The descriptive statistics showing mean scores (SD) for the users and non-users at baseline and follow-up are presented in <xref ref-type="table" rid="table1">Table 1</xref>. Results of an initial one-way ANOVA found no significant differences in baseline MVPA between users and non-users of the intervention F<sub>1,63</sub>=0.13, <italic>P</italic>=.72). Differences between groups and over time for each of the measured variables were evaluated using the following equation: 2 (time: baseline/follow-up) X 2 (usage: user/non-user), with repeated measures ANOVAs treating the first factor as a within-subjects variable and the second factor as a between subjects variable. Results revealed significant main effects for time, in MVPA (<italic>F</italic>
                    <sub>1,63</sub>=18.1, <italic>P</italic>&#60;.001, &#951;<sub>p</sub>
                    <sup>2</sup>=.22), attitudes (<italic>F</italic>
                    <sub>1,62</sub> =55.19, <italic>P</italic>&#60;.001, &#951;<sub>p</sub>
                    <sup>2</sup>=.47), and perceived behavioral control (<italic>F</italic>
                    <sub>1,62</sub>=17.56, <italic>P</italic>&#60;.001), &#951;<sub>p</sub>
                    <sup>2</sup>= .22). The main effect of time for intentions (<italic>F</italic>
                    <sub>1,62</sub>=2.91, <italic>P</italic>=.08, &#951;<sub>p</sub>
                    <sup>2</sup>=.06) also approached significance. Main effects for usage conditions were all non-significant (<italic>P</italic>&#8217;s&#62;.05).</p>
                <p>A significant interaction effect was observed between usage and time on perceived behavioral control (<italic>F</italic>
                    <sub>1,62</sub> =5.13, <italic>P=</italic>.03, &#951;<sub>p</sub>
                    <sup>2</sup>=.08), indicating that intervention users maintained higher levels of perceived control over time, while steeper declines in these perceptions occurred among non-users from baseline to follow-up. While the interaction effects were non-significant between usage and time on attitudes (<italic>F</italic>
                    <sub>1,62</sub>=2.02, <italic>P</italic>=.16, &#951;<sub>p</sub>
                    <sup>2</sup>=.03) and usage and time on intentions (<italic>F</italic>
                    <sub>1,62</sub>=1.97, <italic>P</italic>=.16, &#951;<sub>p</sub>
                    <sup>2</sup>=.03), mean scores suggest that intervention users were also able to better maintain positive attitudes and higher physical activity intentions while non-users showed greater negative changes in these perceptions over time. The interaction effect between intervention usage and time on physical activity (<italic>F</italic>
                    <sub>1,63</sub>=1.54, <italic>P</italic>=.22, &#951;<sub>p</sub>
                    <sup>2</sup>=.03) was not significant. Additional analyses, however, uncovered significant differences in the proportion of students exhibiting declines in their MVPA during the intervention period comparing intervention users and non-users (<italic>&#967;</italic>
                    <sup>2</sup>
                    <sub>1</sub>=6.11, <italic>P=</italic>.01, Cohen&#8217;s <italic>d</italic>=.64). The results found fewer intervention users (15/29, 48%) declined in their MVPA scores from baseline to follow-up compared to non-users (8/36, 78%). Findings did not differ when intention-to-treat analyses were conducted, treating dropouts as non-users.</p>
                <table-wrap position="float" id="table1">
                    <label>Table 1</label>
                    <caption>
                        <p>Descriptive statistics of physical activity behaviors and cognitions by study condition.</p>
                    </caption>
                    <table width="587" border="1" cellpadding="7" cellspacing="0" rules="groups" frame="hsides">
                        <col width="11" />
                        <col width="111" />
                        <col width="118" />
                        <col width="145" />
                        <col width="129" />
                        <thead>
                            <tr valign="top">
                                <td colspan="2">
                                    <break />
                                </td>
                                <td>
                                    <break />
                                </td>
                                <td colspan="2">Study conditions</td>
                            </tr>
                            <tr valign="top">
                                <td colspan="2">Variables</td>
                                <td>Full sample<break />N=65<break />Mean (SD)</td>
                                <td>Intervention users<sup>a</sup>
                                    <break />n=29<break />Mean (SD)</td>
                                <td>Non-users<sup>b</sup>
                                    <break />n=36<break />Mean (SD)</td>
                            </tr>
                        </thead>
                        <tbody>
                            <tr valign="top">
                                <td colspan="2">
                                    <bold>Baseline</bold>
                                </td>
                                <td>
                                    <break />
                                </td>
                                <td>
                                    <break />
                                </td>
                                <td>
                                    <break />
                                </td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>MVPA</td>
                                <td>595.00 (424.41)</td>
                                <td>594.47 (443.49)</td>
                                <td>595.74 (404.34)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>Attitude</td>
                                <td>5.52 (0.93)</td>
                                <td>5.52 (0.84)</td>
                                <td>5.52 (1.01)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>Subjective norm</td>
                                <td>5.25 (1.59)</td>
                                <td>5.24 (1.38)</td>
                                <td>5.25 (1.52)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>PBC</td>
                                <td>5.44 (0.96)</td>
                                <td>5.46 (0.86)</td>
                                <td>5.43 (1.04)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>Intentions</td>
                                <td>6.01 (0.96)</td>
                                <td>5.99 (0.86)</td>
                                <td>6.03 (1.04)</td>
                            </tr>
                            <tr valign="top">
                                <td colspan="2">
                                    <bold>Follow-up</bold>
                                </td>
                                <td>
                                    <break />
                                </td>
                                <td>
                                    <break />
                                </td>
                                <td>
                                    <break />
                                </td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>MVPA</td>
                                <td>366.96 (341.35)</td>
                                <td>393.47 (352.18)</td>
                                <td>329.63 (328.37)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>Attitude</td>
                                <td>4.39 (0.86)</td>
                                <td>4.63 (0.69)</td>
                                <td>4.18 (0.94)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>Subjective norm</td>
                                <td>5.38 (1.68)</td>
                                <td>5.21 (1.38)</td>
                                <td>5.25 (1.76)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>PBC</td>
                                <td>4.90 (1.10)</td>
                                <td>5.21 (0.71)</td>
                                <td>4.63 (1.30)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>Intentions</td>
                                <td>5.79 (1.28)</td>
                                <td>5.94 (0.77)</td>
                                <td>5.66 (1.59)</td>
                            </tr>
                            <tr valign="top">
                                <td>
                                    <break />
                                </td>
                                <td>Barriers self-efficacy</td>
                                <td>5.49 (2.52)</td>
                                <td>5.61 (2.65)</td>
                                <td>5.32 (2.38)</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn id="table1fn1">
                            <p>
                                <sup>a</sup>Intervention users were participants in the intervention condition that logged in 2 or more times</p>
                        </fn>
                        <fn id="table1fn2">
                            <p>
                                <sup>b</sup>Non-users were participants in the comparison condition that logged in 1 or less times.</p>
                        </fn>
                    </table-wrap-foot>
                </table-wrap>
            </sec>
        </sec>
        <sec sec-type="discussion">
            <title>Discussion</title>
            <sec>
                <title>Principal Findings and Further Research</title>
                <p>Overall, the results of this pilot study were largely mixed. Positive results found 75% (139/198) of the students living in the selected residences had initially expressed interest in the study (ie, being a part of a physical activity intervention), and that implementation of the website-delivered physical activity intervention on campus is feasible and of interest to students. Participant engagement, however, was highly problematic, as response, retention, and compliance rates were all low. In particular, it was alarming that only 45% (14/38) of the participants in the intervention condition were considered users of the intervention, despite a liberal categorization of usage (ie, considered users if logged in 2 or more times over 6 weeks). At minimum, participants should have been accessing the intervention on a weekly basis. The low usage appears consistent with the notion that students may be generally ambivalent about their physical activity levels [<xref ref-type="bibr" rid="ref10">10</xref>]. However, with intervention usage, there is some evidence that Active Transition may be helpful in attenuating some declines in students&#8217; physical activity cognitions and behaviors.</p>
                <p>Adherence to intervention protocols is essential for physical activity interventions to be successful [<xref ref-type="bibr" rid="ref24">24</xref>], and our results clearly demonstrated the need to identify innovative strategies to both engage participants and maintain their interest over the duration of the intervention. The development of Active Transition was constrained by limited financial resources. With adequate funding, future interventions with appropriate resourcing should incorporate other Internet-based tools, such as social media, social networking, and/or enhanced visual prompts (ie, video-messaging), and increase participant interaction (eg, providing students with immediate feedback) [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. In an effort to better engage the student population, Active Transition for example, can be augmented to incorporate elements of social media (ie, Facebook, Twitter), and/or integrate the use of short message service (SMS) and photo/video text messaging. There is empirical evidence to suggest that intervention effects are markedly improved if it is theory-based and integrated with personalized contact [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref14">14</xref>]. Given that technology has profoundly changed the way information is being delivered, and how people connect with one another, it appears imperative that attempts are made to integrate these emerging technologies with intervention efforts aimed at behavior change. However, it may also be necessary to first better understand what appeals to students, and how they would want technological tools incorporated to help them facilitate greater physical activity participation.</p>
                <p>Consistent with the research literature [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref9">9</xref>], there were significant declines in MPVA among the university students between baseline and follow-up, both for intervention users and non-users. Despite a non-significant interaction between average MPVA and usage, a significantly greater proportion of intervention users were able to maintain or even increase their physical activity behaviors. It is noteworthy that users of the intervention reported engaging in 30 minutes of MVPA more each week during the 6-week intervention period, and if maintained over time, this could have some clinical significance. One plausible reason, however, for why the intervention did not have a statistically significant interaction effect on the mean physical activity scores is because Active Transition specifically targeted MVPA declines through psychosocial mediators (ie, TPB variables). MacKinnon [<xref ref-type="bibr" rid="ref27">27</xref>] suggested that if the intervention is specifically developed to target social cognition variables, it is very likely that there would be a delayed effect on the behavioral outcome. In other words, the length of the intervention may have been too short to see meaningful differences in behavior. It is necessary to ensure that future implementation of the intervention targets these proposed mediators with a higher fidelity [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
                <p>Findings from this pilot also uncovered substantial decreases in students&#8217; attitudes, perception of control, and physical activity intentions over the course of the first semester. Given that most participants were first-year students, decreases in physical activity cognitions may be a direct reflection of the adaptations required for students entering a new environment, consisting of more barriers to physical activity compared to at high school [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref29">29</xref>], entering a volatile period requiring constant changes and corresponding adjustments. There was evidence to suggest that intervention users were better able to maintain their perceptions of control. Maintaining strong perceived control and intentions towards activity is critical, as they are considered to be the most proximal determinants of behavior [<xref ref-type="bibr" rid="ref16">16</xref>]. Larger efficacy trials are needed to determine the extent to which perceptions of control are maintained over the course of a calendar year at university. Future work is also required to replicate these findings, and to determine whether the attenuations in students&#8217; physical activity cognitions can lead to significant attenuations in the declines in physical activity typically seen during students&#8217; transition into university.</p>
            </sec>
            <sec>
                <title>Study Limitations</title>
                <p>There are several important limitations to acknowledge. First, a self-report measure was used to assess physical activity, and such measures are susceptible to recall errors and social desirability bias. Second, the study was limited by a small sample size. Given that the purpose of the study was to pilot the feasibility and efficacy of a newly developed intervention, power calculations were not conducted a priori. However, a post-hoc power calculation was conducted, confirming that we were indeed underpowered (1-&#223;<sub>err prob</sub>=0.69). To be sufficiently powered, the sample size would require 43 participants in each group. Third, the study design excluded a true control group, resulting in unanticipated usage for some participants initially assigned to the comparison condition. Lastly, it should be acknowledged that the study design had a relatively short follow-up period. Without a subsequent follow-up, it is unknown whether the declines in physical activity cognitions are sustained throughout the academic year.</p>
            </sec>
            <sec>
                <title>Conclusions</title>
                <p>Notwithstanding the notable limitations, this was the first theory-based website-delivered physical activity intervention aimed at students entering university. Although the institutional portal provided a platform for Active Transition that was potentially advantageous in terms of student access (eg, approximately 70,000 students have access to it at this institution), and its high potential for adoption and diffusion by other colleges or universities, there were major issues with low usage of the intervention. Future work must better target student engagement. Modifications to future interventions should utilize and incorporate other technological and interactive tools that motivate students to continually engage with the intervention. Physical activity decline continues to be problematic during students&#8217; transition into early adulthood, and research must continue to develop innovative strategies for encouraging students to maintain a physically active lifestyle that can be sustained through university and beyond.</p>
            </sec>
        </sec>
    </body>
    <back>
        <glossary>
            <title>Abbreviations</title>
            <def-list>
                <def-item>
                    <term id="abb1">BRFSS</term>
                    <def>
                        <p>Behavior Risk Factor Surveillance System</p>
                    </def>
                </def-item>
                <def-item>
                    <term id="abb2">MVPA</term>
                    <def>
                        <p>moderate-to-vigorous physical activity</p>
                    </def>
                </def-item>
                <def-item>
                    <term id="abb3">SMS</term>
                    <def>
                        <p>short message service</p>
                    </def>
                </def-item>
                <def-item>
                    <term id="abb4">TPB</term>
                    <def>
                        <p>theory of planned behavior</p>
                    </def>
                </def-item>
            </def-list>
        </glossary>
        <ack>
            <p>The lead author of the research project was supported in part by the Social Sciences and Humanities Research Council of Canada; award number 756-2010-0673.</p>
        </ack>
        <fn-group>
            <fn fn-type="conflict">
                <p>None declared.</p>
            </fn>
        </fn-group>
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