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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Digit. Health</journal-id>
<journal-title>Frontiers in Digital Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Digit. Health</abbrev-journal-title>
<issn pub-type="epub">2673-253X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fdgth.2025.1634013</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Digital Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Videoconferencing psychotherapy: determining acceptance, drivers and barriers of use</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Nurtsch</surname><given-names>Angelina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/3076499/overview"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author"><name><surname>Jahre</surname><given-names>Lisa Maria</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1495196/overview" /><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/visualization/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Krakowczyk</surname><given-names>Julia Barbara</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2525606/overview" /><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Robitzsch</surname><given-names>Anita</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/800296/overview" /><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Teufel</surname><given-names>Martin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/179602/overview" /><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>B&#x00E4;uerle</surname><given-names>Alexander</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1008336/overview" /><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Clinic for Psychosomatic Medicine and Psychotherapy, LVR-University Hospital, University of Duisburg-Essen</institution>, <addr-line>Essen</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Center for Translational Neuro- and Behavioral Sciences (C-TNBS), University of Duisburg-Essen</institution>, <addr-line>Essen</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1175435/overview">Aleksandra Kielan</ext-link>, Medical University of Warsaw, Poland</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/328093/overview">R&#x00FC;diger Christoph Pryss</ext-link>, Julius Maximilian University of W&#x00FC;rzburg, Germany</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2853518/overview">Ashraf Elsafty</ext-link>, ESLSCA University, Egypt</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Alexander B&#x00E4;uerle <email>alexander.baeuerle@uni-due.de</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>29</day><month>08</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>7</volume><elocation-id>1634013</elocation-id>
<history>
<date date-type="received"><day>23</day><month>05</month><year>2025</year></date>
<date date-type="accepted"><day>12</day><month>08</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Nurtsch, Jahre, Krakowczyk, Robitzsch, Teufel and B&#x00E4;uerle.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Nurtsch, Jahre, Krakowczyk, Robitzsch, Teufel and B&#x00E4;uerle</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><sec><title>Background</title>
<p>With increasing digitalization in psychotherapy, some healthcare interactions are transitioning to online services. This study examined the acceptance of videoconferencing psychotherapy (VCP) among patients affected by mental health disorders and healthy controls, identifying drivers and barriers.</p>
</sec><sec><title>Methods</title>
<p>A cross-sectional survey study was conducted from February to October 2024 in North Rhine-Westphalia, Germany. Participants were recruited via outpatient clinics, online study platforms, and psychotherapy-related social media. Inclusion criteria were age&#x2009;&#x2265;&#x2009;18 years, German language proficiency, and internet access. Sociodemographic, medical, psychotherapeutic anamnesis, and information and communication technologies (ICT) related data were collected. Acceptance of VCP was assessed using an extended Unified Theory of Acceptance and Use of Technology (UTAUT) model.</p>
</sec><sec><title>Results</title>
<p>Of <italic>N</italic>&#x2009;&#x003D;&#x2009;483 participants, 47.6&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;230) reported high, 34.2&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;165) moderate and 18.2&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;88) low acceptance. Significant predictors included digital overload (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.14, <italic>p</italic>&#x2009;&#x003D;&#x2009;.006), depressive symptoms (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.11, <italic>p</italic>&#x2009;&#x003D;&#x2009;.033), current psychotherapy: outpatient (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;-.34, <italic>p</italic>&#x2009;&#x003D;&#x2009;.003), concern: effectiveness (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;-.47, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001), concern: emotional expression (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;-.25, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001), and the UTAUT predictors: social influence (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.28, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001), performance expectancy (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.32, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001) and effort expectancy (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.15, <italic>p</italic>&#x2009;&#x003D;&#x2009;.001). Explained variance of the final model was 72.9&#x0025;.</p>
</sec><sec><title>Conclusions</title>
<p>The moderate to high acceptance indicates that VCP could supplement psychotherapeutic care addressing the global treatment gap. Identified drivers and barriers highlight factors that should be considered to enable broader implementation.</p>
</sec>
</abstract>
<kwd-group>
<kwd>eHealth</kwd>
<kwd>telemedicine</kwd>
<kwd>remote consultation</kwd>
<kwd>UTAUT</kwd>
<kwd>mental health</kwd>
</kwd-group><contract-sponsor id="cn001">University of Duisburg-Essen</contract-sponsor><counts>
<fig-count count="2"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="97"/><page-count count="13"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Digital Mental Health</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>The most recent &#x201C;World mental health report&#x201D; published in 2022 by the World Health Organization (WHO) indicates a rising prevalence of mental health issues worldwide over the past 20 years, driven by global crises such as pandemics, humanitarian emergencies, armed conflicts, and climate change (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). Concurrently, the global treatment gap is expanding, as mental health care systems in numerous countries are inadequately resourced to meet patients&#x0027; needs (<xref ref-type="bibr" rid="B7">7</xref>). Complementing these findings, the latest &#x201C;Ipsos health service report&#x201D; from 2024, based on responses from 31 countries, identifies mental health as the most critical health concern globally. The report highlights limited access to care and prolonged waiting times as key challenges within the overall healthcare system (<xref ref-type="bibr" rid="B8">8</xref>). Further insights from the more specific &#x201C;Ipsos world mental health day report&#x201D; from 2024 reveal that 62&#x0025; of global respondents have experienced stress to an extent that negatively affected their daily lives at least once. The prevalence of such stress-related impairment varies significantly between countries, ranging from 76&#x0025; in Turkey to 44&#x0025; in Japan. Moreover, the report emphasizes that these impairments can be associated with broader socio-economic consequences, including reduced productivity and increased time off work (<xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>In Germany, securing an outpatient psychotherapy appointment remains challenging, with demand doubling over the past 20 years, according to the German Federal Chamber of psychotherapists (<xref ref-type="bibr" rid="B10">10</xref>). Despite the implementation of the Appointment Service and Care Act (TSVG) in Germany in 2019, which aimed to improve the appointment process, patients still face considerable waiting times, with an average waiting period of three to nine months, as this also presents itself as a global problem (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B13">13</xref>). To enhance global patient care, optimize service delivery, and overcome access barriers, expanding location-independent videoconferencing psychotherapy (VCP) as a complement to traditional face-to-face psychotherapy should be considered (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>Digitalization is rapidly transforming the global healthcare sector, with telemedicine becoming increasingly significant (<xref ref-type="bibr" rid="B14">14</xref>). Driven by the COVID-19 pandemic and limited access to in-person care, video consultations have become an important part of medical and psychological care (<xref ref-type="bibr" rid="B15">15</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). Telemedicine facilitates healthcare delivery across physical distances through information and communication technologies (ICT), such as computers and mobile phones, thereby improving accessibility and efficiency of patient care (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). In Germany, several laws, including the &#x201C;eHealth law&#x201D; in 2015, have been enacted to facilitate and expand the use of telemedicine (<xref ref-type="bibr" rid="B26">26</xref>).To further advance its integration, especially in psychotherapeutic context, the German Bundestag introduced the &#x201C;Digital-Law &#x2013; DigiG&#x201D; in 2023, eliminating previous limitations in the quantity of VCP sessions and providing the necessary legal framework (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). The international legal background shows similar diversity. Selected examples include the United States, where guidance from the American Psychological Association (APA) and the American Telemedicine Association (ATA) shapes ethical and clinical practice, and Australia, where the Australian Psychological Society (APS) issues professional standards (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). By contrast, countries such as Saudi Arabia remain in the early stages of developing comprehensive, telepsychology-specific regulatory frameworks (<xref ref-type="bibr" rid="B31">31</xref>).</p>
<p>Telemedicine, particularly tele-psychotherapy including VCP, can facilitate access to psychotherapy by overcoming geographical and mobility barriers (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). Beyond the increased convenience of home-based therapy, it may reduce costs and time related e.g., to travel, time off work, and childcare as demonstrated by various studies on the advantages of telemedicine (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B33">33</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>). Telemedicine can thus improve access to psychotherapy, particularly for older or mobility-restricted patients and those in rural areas (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B33">33</xref>). Additionally, tele-psychotherapy has the potential to redistribute patients from underserved regions to available mental health professionals, thereby optimizing the utilization of treatment capacity (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B38">38</xref>). This potential is further highlighted by a review of 23 international studies, including research from Australia, the United States, Canada, Scotland, and the United Kingdom and a study on tele-mental health services for indigenous peoples in Northern Quebec (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Thus VCP may contribute to improve treatment outcomes and quality, as well as patients&#x0027; quality of life through the effective use of tele-mental health services (<xref ref-type="bibr" rid="B14">14</xref>).</p>
<p>Previous research on acceptance and satisfaction of VCP highlights several benefits especially of this technology, including a more comfortable and less threatening environment than face-to-face therapy (<xref ref-type="bibr" rid="B20">20</xref>). Patients may be more likely to engage in VCP due to an increased sense of security (<xref ref-type="bibr" rid="B19">19</xref>). Moreover, its neutral therapeutic setting enhances patients&#x0027; sense of control and may reduce stigma-related concerns&#x2014;a significant barrier to seek psychotherapy (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B38">38</xref>). This is also supported by a recent study from Germany, which shows that the use of tele-mental health services was not only associated with the desire to avoid stigmatization, but also with full-time employment, long waiting times and an inconvenient appointment scheduling, highlighting the importance of service-related advantages including flexibility, accessibility, and reduced barriers to care (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>Despite its advantages, several challenges concerning the VCP implementation remain, including concerns about data protection and limited technical readiness among mental health care providers (<xref ref-type="bibr" rid="B40">40</xref>). Studies have also identified technical difficulties, like the absence of reliable broadband internet, as a significant obstacle, interrupting the communication between therapist and patient (<xref ref-type="bibr" rid="B41">41</xref>). Therapists may experience a certain sense of isolation within the therapeutic relationship due to the physical distance, which may also affect their patients (<xref ref-type="bibr" rid="B32">32</xref>). These challenges may increase due to the limited eye contact and the restricted visibility of participants&#x0027; posture on the screen (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). However, this non-verbal behavior is essential for establishing a therapeutic relationship and the accurate recognition and interpretation of the patient&#x0027;s emotions (<xref ref-type="bibr" rid="B23">23</xref>). Moreover, expressing empathy or providing comfort through non-verbal cues can be particularly challenging in a VCP setting (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Several studies also highlight the increased risk of distractions at home, including incoming e-mails or family interruptions, which may further reduce VCP quality (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B41">41</xref>).</p>
<p>Although there are barriers which must be overcome for a successful implementation, VCP presents significant advantages, as shown above, that may address existing needs for optimized mental health care. Consequently, it is essential to evaluate the acceptance of these services in advance, as this may indicate their future utilization. Furthermore, identifying both the drivers and potential barriers to adoption is therefore important (<xref ref-type="bibr" rid="B43">43</xref>). The Unified Theory of Acceptance and Use of Technology (UTAUT) is particularly suitable for evaluating acceptance and use of eHealth interventions (<xref ref-type="bibr" rid="B44">44</xref>&#x2013;<xref ref-type="bibr" rid="B51">51</xref>). The UTAUT model emphasizes three key predictors which affect acceptance, operationalized as behavioral intention (BI), and the actual usage of a technology. These predictors include performance expectancy (PE), referring to the perceived benefits of the technology; effort expectancy (EE), denoting its perceived ease of use; and social influence (SI), reflecting the impact of the user&#x0027;s personal environment (including family or healthcare providers) on the use of tele-psychotherapy (<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>).</p>
<p>The acceptance of VCP has been subject of increasing international research, highlighting its significance in addressing the global mental health treatment gap (<xref ref-type="bibr" rid="B52">52</xref>&#x2013;<xref ref-type="bibr" rid="B55">55</xref>). As this study focuses on the context of psychotherapy in Germany, a more detailed comparison with international findings is provided in the discussion.</p>
<sec id="s1a"><label>1.1</label><title>Objectives</title>
<p>The aim of this study is to assess the acceptance of VCP among patients affected by mental health disorders and healthy controls, acknowledging that some controls might have undiagnosed symptoms or may seek psychotherapy in the future. In light of the global treatment gap in mental health care, the study also aimed to evaluate VCP as a valuable supplement to in psychotherapeutic care. Beyond general acceptance, it is important to determine whether participants would be willing to actually use this technology and to what extent, in order to assess whether it should be implemented on a broader scale. Furthermore, it is essential to identify both the drivers and barriers to VCP acceptance, as well as concerns regarding its use to optimize its adoption and practical implementation. To identify further predictors of acceptance, an extended version of the UTAUT model has been developed by incorporating sociodemographic, medical, psychotherapeutic anamnesis and ICT-related data. It is important to determine to what extent acceptance of VCP and subsequent behavioral intention depend on these individual factors, in order to specifically address and promote them &#x2013; so that everyone can benefit from these digital solutions.</p>
</sec>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Methods</title>
<sec id="s2a"><label>2.1</label><title>Study design</title>
<p>A cross-sectional online-based open survey study was conducted to examine the acceptance of VCP, and its drivers and barriers among patients affected by mental health disorders and healthy controls. The survey was designed by experts from the fields of medicine, psychology and eHealth, containing seven pages with a maximum of 19 items per page. To evaluate its functionality and usability, various uninvolved colleagues tested it prior to its use. No adaptive questioning was used due to the low complexity of the questions, and participants were not allowed to review or change their answers after continuing to the next page to ensure response integrity. Items were presented in their validated order. Data collection took place from February to October 2024 via the platform Unipark (TIVIAN GmbH), with an average completion time of <italic>M</italic>&#x2009;&#x003D;&#x2009;12.5 (<italic>SD</italic>&#x2009;&#x003D;&#x2009;6.8) minutes (<xref ref-type="bibr" rid="B56">56</xref>). Unusual completion times were monitored, but no participants were excluded based on this criterion. The survey was initially started by <italic>N</italic>&#x2009;&#x003D;&#x2009;574 participants, of which 80.49&#x0025; (<italic>N</italic>&#x2009;&#x003D;&#x2009;462) completed it. Due to not fulfilling the inclusion criteria, <italic>n</italic>&#x2009;&#x003D;&#x2009;33 participants had to be excluded. Further, <italic>n</italic>&#x2009;&#x003D;&#x2009;58 participants were excluded because of missing values on the primary outcome (acceptance). Therefore, <italic>N</italic>&#x2009;&#x003D;&#x2009;483 participants were included in the final data analysis. To maintain the required high methodological standards, the Checklist for Reporting Results of Internet E-Surveys (CHERRIES (<xref ref-type="bibr" rid="B57">57</xref>);) was applied (see <xref ref-type="sec" rid="s13">Supplementary Table SM1</xref>).</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Study population</title>
<p>The sample included both individuals currently affected by mental health disorders and healthy controls, acknowledging that some controls might have undiagnosed symptoms or may seek psychotherapy in the future. Participants were recruited from February to October 2024 from various regions across Germany. Recruitment took place in psychotherapeutic outpatient clinics and practices in North Rhine-Westphalia (Germany) via study distribution networks, as well as psychotherapy-related social media channels and blogs. Study information was distributed via flyers, posters, social media posts and the study staff and contained information on its purpose, conductors, estimated completion time and anonymity. Inclusion criteria were legal age (&#x2265;18 years), good knowledge of the German language, and Internet access. Before the beginning of the survey, digital informed consent was given. Participation was voluntary, anonymous, and without compensation or financial incentive.</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Assessment instruments</title>
<p>The survey was composed of sociodemographic, medical, psychotherapeutic anamnesis, and ICT-related data (including acceptance). Validated assessment instruments and self-generated items were used to collect responses. The questionnaire is included in the <xref ref-type="sec" rid="s13">Supplementary Materials</xref>.</p>
<p>The first section of the survey assessed sociodemographic variables, including age, gender, marital status, population size of their place of residence, level of education, and occupational status. Additionally, participants stated whether an illness affected their mobility (e.g., going to the doctor).</p>
<p>Subsequently, psychotherapeutic anamnesis data was obtained, which inquired about the presence of any diagnosed mental health disorder. Participants were also asked about their mental health treatment (e.g., psychiatric outpatient clinic, psychiatric/psychosomatic inpatient psychotherapy, outpatient psychotherapy, psychiatric medication, socio-psychiatric service). Further, participants indicated the frequency of their outpatient psychotherapy sessions per month. The Patient Health Questionnaire Scale-8 (PHQ-8) was utilized to assess depressive symptoms over a two-week period using a four-point Likert scale (0&#x2009;&#x003D;&#x2009;&#x201C;never&#x201D; to 4&#x2009;&#x003D;&#x2009;&#x201C;almost every day&#x201D;) (<xref ref-type="bibr" rid="B58">58</xref>). Internal consistency was high (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.89).</p>
<p>In the following section of the survey, respondents were asked to report their general ICT usage on a five-point Likert scale, covering aspects such as digital confidence (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B59">59</xref>&#x2013;<xref ref-type="bibr" rid="B62">62</xref>), internet anxiety (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B59">59</xref>&#x2013;<xref ref-type="bibr" rid="B62">62</xref>), experiences of digital overload (<xref ref-type="bibr" rid="B47">47</xref>), as well as the use of Internet and VC for personal and professional purposes (<xref ref-type="bibr" rid="B46">46</xref>). Digital confidence was assessed in relation to the use of digital media, end devices, as well as internet and VC platforms (1&#x2009;&#x003D;&#x2009;&#x201C;very uncertain&#x201D; to 5&#x2009;&#x003D;&#x2009;&#x201C;very safe&#x201D;). Internal consistency was excellent (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.93). Respondents could indicate their daily internet and VC usage on a scale from 1 (&#x003D; &#x201C;not at all&#x201D;) to 5 (&#x003D; &#x201C;more than five hours per day&#x201D;). Internet anxiety (e.g., &#x201C;I have concerns about using the internet&#x201D;) and digital overload (e.g., &#x201C;I feel burdened by the constant availability via phone or email.&#x201D;) were measured with three items each and rated on a five-point Likert scale (1&#x2009;&#x003D;&#x2009;&#x201C;strongly disagree&#x201D; to 5&#x2009;&#x003D;&#x2009;&#x201C;strongly agree&#x201D;). Internal consistency was good for both constructs (Internet anxiety: Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.76; digital overload: <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.72). Participants&#x0027; existing knowledge of digital health services in psychotherapy was assessed using three items, rated on a five-point Likert scale (1&#x2009;&#x003D;&#x2009;&#x201C;strongly disagree&#x201D; to 5&#x2009;&#x003D;&#x2009;&#x201C;strongly agree&#x201D;) (<xref ref-type="bibr" rid="B46">46</xref>). Internal consistency was high (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.81).</p>
<p>The revised German version of the eHealth Literacy Scale (GR-eHEALS) was used to evaluate respondents&#x0027; digital health literacy (<xref ref-type="bibr" rid="B63">63</xref>). Eight items were rated on a five-point Likert scale (1&#x2009;&#x003D;&#x2009;&#x201C;strongly disagree&#x201D; to 5&#x2009;&#x003D;&#x2009;&#x201C;strongly agree&#x201D;), enabling respondents to indicate e.g., their knowledge regarding how to find useful health information online, as well as their ability to critically evaluate and effectively use it. Sum scores range from 8 to 40, with higher scores indicating greater levels of eHealth literacy. Internal consistency was good (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.72).</p>
<p>Participants were asked whether their current psychotherapist, if they were in treatment, already offered VCP, if they had utilized it, and how frequently. Additionally, the context in which they would use VCP (e.g., first consultation, medical prescriptions, or outpatient psychotherapy) was assessed, along with the percentage of psychotherapy sessions they would conduct via video. Concerns that might hinder VCP usage (e.g., technical issues, data protection, difficulties in emotional expression or non-verbal communication) were assessed using a five-point Likert scale (1&#x2009;&#x003D;&#x2009;&#x201C;strongly disagree&#x201D; to 5&#x2009;&#x003D;&#x2009;&#x201C;strongly agree&#x201D;). Furthermore, participants rated the importance of prior in-person meetings and establishing a relationship of trust beforehand on a five-point Likert scale (1&#x2009;&#x003D;&#x2009;&#x201C;very important&#x201D; to 5&#x2009;&#x003D;&#x2009;&#x201C;not important at all&#x201D;).</p>
<p>Acceptance of VCP was assessed using the UTAUT model, with acceptance operationalized as BI measured by three items: &#x201C;I would like to try videoconferencing psychotherapy&#x201D;, &#x201C;I would use videoconferencing psychotherapy if it was offered to me&#x201D; and &#x201C;I would recommend videoconferencing psychotherapy to acquaintances with a mental disorder&#x201D; (<xref ref-type="bibr" rid="B44">44</xref>). Internal consistency of this scale was high (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.88). The three key predictors of the UTAUT model (SI, EE, PE) were also examined. SI was assessed using two items (e.g., &#x201C;People close to me would approve my usage of videoconferencing psychotherapy&#x201D;). Internal consistency was good (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.68). EE was measured with five items (e.g., &#x201C;Videoconferencing psychotherapy would be easy for me to use and understand&#x201D;). Internal consistency was good (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.76). PE was evaluated with four items (e.g., &#x201C;Using videoconferencing psychotherapy could improve my mental health status&#x201D;). Internal consistency was good (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.78). Responses were given on a five-point Likert scale (1&#x2009;&#x003D;&#x2009;&#x201C;strongly disagree&#x201D; to 5&#x2009;&#x003D;&#x2009;&#x201C;strongly agree&#x201D;).</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Statistical analyses</title>
<p>Statistical analysis was conducted using R (4.3.1) and RStudio. Sum score was calculated for the PHQ-8. Mean scores were computed for GR-eHEALS, digital confidence, digital overload, internet anxiety, and prior knowledge. Further, mean scores for acceptance (&#x003D; BI) and its three predictors PE, EE, and SI were calculated. BI was then divided into three categories in accordance with previous research (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B64">64</xref>): Low (scores from 1 to 2.34), moderate (scores from 2.35 to 3.67) and high acceptance (scores from 3.68 to 5). Descriptive statistics were applied for sociodemographic, medical, psychotherapeutic anamnesis and ICT-related data. Multiple hierarchical regression analysis was conducted to examine the drivers and barriers of acceptance of VCP. Predictors were included blockwise: (1) sociodemographic data, (2) psychotherapeutic anamnesis, (3) ICT-related data, (4) concerns of VCP, and (5) UTAUT predictors. The generalized variance inflation factors (GVIF) indicated no multicollinearity (all GVIF values&#x2009;&#x003C;&#x2009;2.4). Visual inspection of Q-Q-plots of the residuals showed no signs of violations against normality. A scatter plot of the standardized residuals and the adjusted predicted values verified homoscedasticity. The level of significance was set to <italic>&#x03B1;</italic>&#x2009;&#x003C;&#x2009;.05 for all tests.</p>
</sec>
<sec id="s2e"><label>2.5</label><title>Ethics of the study</title>
<p>The conductance of the study was approved by the Ethics Committee of the Medical Faculty of the University of Duisburg-Essen (19&#x2013;89-47-BO).</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Study population</title>
<p>Among the <italic>N</italic>&#x2009;&#x003D;&#x2009;483 participants, the mean age was <italic>M</italic>&#x2009;&#x003D;&#x2009;35.22 (<italic>SD</italic>&#x2009;&#x003D;&#x2009;13.35) years. The youngest participant was 18 years old and the oldest was 92 years old. The majority of participants were identified as female (<italic>n</italic>&#x2009;&#x003D;&#x2009;373, 77.2&#x0025;; male: <italic>n</italic>&#x2009;&#x003D;&#x2009;105, 21.7&#x0025;; diverse: <italic>n</italic>&#x2009;&#x003D;&#x2009;5, 1.0&#x0025;). Of the sample, 30.2&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;146) were diagnosed with one mental disorder, while 25.5&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;123) were affected by multiple mental disorders. Regarding general health, 20.5&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;99) of the participants reported an illness that affected their mobility. Outpatient psychotherapy was currently utilized by 26.0&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;126). Among these outpatients, the average number of therapy sessions per month was <italic>M</italic>&#x2009;&#x003D;&#x2009;3.07 (<italic>SD</italic>&#x2009;&#x003D;&#x2009;2.09). The average PHQ-8 score, indicating depressive symptoms, was <italic>M</italic>&#x2009;&#x003D;&#x2009;8.57 (<italic>SD</italic>&#x2009;&#x003D;&#x2009;5.75). <xref ref-type="table" rid="T1">Table&#x00A0;1</xref> shows additional characteristics of the study sample.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Sample characteristics.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center"><italic>N</italic> (&#x0025;)</th>
<th valign="top" align="center"><italic>M (SD)</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center"/>
<td valign="top" align="center">35.22 (13.35)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Gender</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Female</td>
<td valign="top" align="center">373 (77.2)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Male</td>
<td valign="top" align="center">105 (21.7)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Diverse</td>
<td valign="top" align="center">5 (1.0)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Marital status</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Single</td>
<td valign="top" align="center">177 (36.6)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;In a relationship</td>
<td valign="top" align="center">151 (31.3)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Married</td>
<td valign="top" align="center">115 (23.8)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Divorced/separated</td>
<td valign="top" align="center">28 (5.8)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Widowed</td>
<td valign="top" align="center">3 (0.6)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Other</td>
<td valign="top" align="center">9 (1.9)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Educational level</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No educational degree/Other</td>
<td valign="top" align="center">8 (1.6)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Lower secondary education</td>
<td valign="top" align="center">22 (4.6)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Higher secondary education</td>
<td valign="top" align="center">72 (14.9)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Higher education entrance qualification</td>
<td valign="top" align="center">205 (42.4)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;University education</td>
<td valign="top" align="center">176 (36.4)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Occupational status</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Still in education (e.g., school, university)</td>
<td valign="top" align="center">135 (28.0)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Not employed (e.g., job-seeking, unfit to work)</td>
<td valign="top" align="center">40 (8.3)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Part-time employed</td>
<td valign="top" align="center">99 (20.5)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Employed</td>
<td valign="top" align="center">161 (33.3)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Retired</td>
<td valign="top" align="center">21 (4.3)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Other</td>
<td valign="top" align="center">27 (5.6)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Currently unfit to work</td>
<td valign="top" align="center">77 (15.9)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Place of residents (population size)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Large city (&#x003E;100,000 residents)</td>
<td valign="top" align="center">317 (65.6)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Medium sized city (&#x003E;20,000 residents)</td>
<td valign="top" align="center">84 (17.4)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Small town (&#x003E;5,000 residents)</td>
<td valign="top" align="center">41 (8.5)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Rural area (&#x003C;5,000 residents)</td>
<td valign="top" align="center">41 (8.5)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Current mental health treatment</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Psychiatric outpatient clinic (institutional setting)</td>
<td valign="top" align="center">61 (12.6)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Psychiatric inpatient psychotherapy</td>
<td valign="top" align="center">8 (1.7)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Psychosomatic inpatient psychotherapy</td>
<td valign="top" align="center">9 (1.9)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Outpatient psychotherapy</td>
<td valign="top" align="center">126 (26.1)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Psychiatric medication</td>
<td valign="top" align="center">108 (22.4)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Socio-psychiatric service</td>
<td valign="top" align="center">12 (2.5)</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"><bold>Total</bold></td>
<td valign="top" align="center">483 (100.0)</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>ICT-related data and responses towards videoconferencing psychotherapy</title>
<p>The majority of participants (76.6&#x0025;, <italic>n</italic>&#x2009;&#x003D;&#x2009;370) had never used VCP before. Those who had prior experience with it had used VCP <italic>M</italic>&#x2009;&#x003D;&#x2009;5.14 (<italic>SD</italic>&#x2009;&#x003D;&#x2009;3.46) times before. Participants indicated that they would be willing to conduct <italic>M</italic>&#x2009;&#x003D;&#x2009;49.89&#x0025; (<italic>SD</italic>&#x2009;&#x003D;&#x2009;31.94&#x0025;) of psychotherapy sessions via video. In general, participants rated their need of personal trust before use of VCP as rather important (<italic>M</italic>&#x2009;&#x003D;&#x2009;1.81, <italic>SD</italic>&#x2009;&#x003D;&#x2009;1.09, range 1&#x2013;5). Among the participants, 78.74&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;363) found personal trust &#x201C;very/rather important&#x201D;, while only 10.62&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;49) stated personal trust as &#x2018;very/rather unimportant&#x2018;.</p>
<p>Further, the participants of this study reported a high level of digital confidence (<italic>M</italic>&#x2009;&#x003D;&#x2009;4.19, <italic>SD</italic>&#x2009;&#x003D;&#x2009;0.89), moderate digital overload (<italic>M</italic>&#x2009;&#x003D;&#x2009;2.55, <italic>SD</italic>&#x2009;&#x003D;&#x2009;0.9) and low Internet anxiety (<italic>M</italic>&#x2009;&#x003D;&#x2009;1.59, <italic>SD</italic>&#x2009;&#x003D;&#x2009;0.69). Prior knowledge about any digital approaches of psychotherapy was above average (<italic>M</italic>&#x2009;&#x003D;&#x2009;3.24, <italic>SD</italic>&#x2009;&#x003D;&#x2009;1.05). Participants indicated high levels of eHealth literacy (<italic>M</italic>&#x2009;&#x003D;&#x2009;32.40, <italic>SD</italic>&#x2009;&#x003D;&#x2009;6.00, range 8&#x2013;40). Use behavior of the internet and videoconferencing for private and professional purposes is visualized in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>. Participants responses towards VCP are summarized in <xref ref-type="table" rid="T2">Table&#x00A0;2</xref>. Potential concerns regarding VCP are visualized in <xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Use behavior of the internet and videoconferencing for private and professional purposes.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fdgth-07-1634013-g001.tif"><alt-text content-type="machine-generated">Bar chart showing internet and videoconferencing use for different purposes. Private internet use: 8% not at all, 47% less than 1 hour, 45% over 1 hour. Professional internet use: 33% not at all, 30% less than 1 hour, 38% over 1 hour. Professional video use: 82% not at all, 14% less than 1 hour, 4% over 1 hour. Private video use: 93% not at all, 6% less than 1 hour, 1% over 1 hour. Legend: not at all, less than 1 hour, 1 to 3 hours, 3 to 5 hours, more than 5 hours.</alt-text>
</graphic>
</fig>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Responses towards videoconferencing psychotherap<italic>y.</italic></p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center"><italic>N</italic> (&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="2">Informed about VCP</td>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">207 (42.9)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">254 (52.6)</td>
</tr>
<tr>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">22 (4.6)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Availability of VCP at psychotherapist</td>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="center">84 (17.4)</td>
</tr>
<tr>
<td valign="top" align="left">No</td>
<td valign="top" align="center">58 (12.0)</td>
</tr>
<tr>
<td valign="top" align="left">I don&#x0027;t know</td>
<td valign="top" align="center">77 (15.9)</td>
</tr>
<tr>
<td valign="top" align="left">Not in treatment (currently or in the past)</td>
<td valign="top" align="center">242 (50.1)</td>
</tr>
<tr>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">22 (4.6)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Potential use of VCP for</td>
</tr>
<tr>
<td valign="top" align="left">First consultation</td>
<td valign="top" align="center">217 (44.9)</td>
</tr>
<tr>
<td valign="top" align="left">Pharmacological adjustment</td>
<td valign="top" align="center">255 (52.8)</td>
</tr>
<tr>
<td valign="top" align="left">Medical prescriptions/certificate of incapacity for work</td>
<td valign="top" align="center">289 (59.8)</td>
</tr>
<tr>
<td valign="top" align="left">Outpatient psychotherapy</td>
<td valign="top" align="center">271 (56.1)</td>
</tr>
<tr>
<td valign="top" align="left">Inpatient psychotherapy</td>
<td valign="top" align="center">17 (3.5)</td>
</tr>
<tr>
<td valign="top" align="left">Partial inpatient psychotherapy</td>
<td valign="top" align="center">47 (9.7)</td>
</tr>
<tr>
<td valign="top" align="left">Psychiatric outpatient clinic (institutional setting)</td>
<td valign="top" align="center">86 (17.8)</td>
</tr>
<tr>
<td valign="top" align="left">Final consultation</td>
<td valign="top" align="center">135 (28.0)</td>
</tr>
<tr>
<td valign="top" align="left">I wouldn&#x0027;t use digital psychotherapy via video for any of these purposes.</td>
<td valign="top" align="center">30 (6.2)</td>
</tr>
<tr>
<td valign="top" align="left">NA</td>
<td valign="top" align="center">22 (4.6)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Total</bold></td>
<td valign="top" align="center">483 (100.0)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>NA, data not available; VCP, videoconferencing psychotherapy.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Concerns regarding videoconferencing psychotherapy.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fdgth-07-1634013-g002.tif"><alt-text content-type="machine-generated">Bar chart titled \"Concerns regarding videoconferencing psychotherapy\" shows various concerns with their agreement levels. Most concerns receive higher disagreement, with \"Technical requirements\" (91% disagreement) topping the list. \"Effectiveness\" has mixed responses, and both \"Professional boundaries\" and \"Fear\" have over 75% disagreement. Concerns like \"Suitable space\" and \"Therapeutic relationship\" show less disagreement, highlighting varied perceptions. The chart uses color-coded bars for levels of agreement from \"Strongly disagree\" to \"Strongly agree\".</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3c"><label>3.3</label><title>Acceptance of videoconferencing psychotherapy and its predictors</title>
<p>Overall, acceptance of VCP was moderate to high (<italic>M</italic>&#x2009;&#x003D;&#x2009;3.63, <italic>SD</italic>&#x2009;&#x003D;&#x2009;1.14). High acceptance was reported by 47.6&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;230). Moderate acceptance was indicated by 34.2&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;165), while 18.2&#x0025; (<italic>n</italic>&#x2009;&#x003D;&#x2009;88) reported low acceptance.</p>
<p>Multiple hierarchical regression analysis was conducted to determine predictors of acceptance of VCP. Due to missing data on the predictor variables, <italic>n</italic>&#x2009;&#x003D;&#x2009;44 participants had to be excluded to ensure the necessary participant number per category.</p>
<p>Sociodemographic data were included in the first step [<italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.015, <italic>R</italic><sup>2</sup><italic><sub>adj</sub></italic>&#x2009;&#x003D;&#x2009;.004, <italic>F</italic>(5,433)&#x2009;&#x003D;&#x2009;1.35, <italic>p</italic>&#x2009;&#x003D;&#x2009;.241]. The explained variance of the first step was 1.5&#x0025;. There were no significant predictors of acceptance in this step.</p>
<p>In the second step, psychotherapeutic anamnesis data were included [<italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.039, <italic>R</italic><sup>2</sup><italic><sub>adj</sub></italic>&#x2009;&#x003D;&#x2009;.023, <italic>F</italic>(7,431)&#x2009;&#x003D;&#x2009;2.50, <italic>p</italic>&#x2009;&#x003D;&#x2009;.016], which significantly increased the explained variance to 3.9&#x0025; [<italic>&#x0394;R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.024, <italic>F</italic>(2,431)&#x2009;&#x003D;&#x2009;18.35, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001]. <italic>Depressive symptoms</italic> (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.11, <italic>p</italic>&#x2009;&#x003D;&#x2009;.033) and <italic>Outpatient psychotherapy (currently)</italic> (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;-.34, <italic>p</italic>&#x2009;&#x003D;&#x2009;.003) were significant predictors of acceptance.</p>
<p>ICT-related data, included in the third step [<italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.064, <italic>R</italic><sup>2</sup><italic><sub>adj</sub></italic>&#x2009;&#x003D;&#x2009;.042, <italic>F</italic>(10,428)&#x2009;&#x003D;&#x2009;2.93, <italic>p</italic>&#x2009;&#x003D;&#x2009;.001], significantly increased the explained variance to 6.4&#x0025; [<italic>&#x0394;R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.025, <italic>F</italic>(3,428)&#x2009;&#x003D;&#x2009;12.92, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001]. <italic>Digital confidence</italic> was a significant predictor of acceptance (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.14, <italic>p</italic>&#x2009;&#x003D;&#x2009;.006).</p>
<p>In the fourth step, concerns of VCP were included [<italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.506, <italic>R</italic><sup>2</sup><italic><sub>adj</sub></italic>&#x2009;&#x003D;&#x2009;.488, <italic>F</italic>(15,423)&#x2009;&#x003D;&#x2009;28.86, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001]. The explained variance significantly increased to 50.6&#x0025; [<italic>&#x0394;R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.442, <italic>F</italic>(5,423)&#x2009;&#x003D;&#x2009;137.01, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001]. <italic>Concern: effectiveness</italic> (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;-.47, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001) and <italic>Concern: emotional expression</italic> (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;-.25, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001) were significant predictors of acceptance.</p>
<p>The three UTAUT predictors were included in the final step [<italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.729, <italic>R</italic><sup>2</sup><italic><sub>adj</sub></italic>&#x2009;&#x003D;&#x2009;.718, <italic>F</italic>(18,420)&#x2009;&#x003D;&#x2009;62.82, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001]. Explained variance of the final model was significantly increased to 72.9&#x0025; [<italic>&#x0394;R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;.223, <italic>F</italic>(3,420)&#x2009;&#x003D;&#x2009;115.46, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001]. <italic>SI</italic> (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.28, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001), <italic>PE</italic> (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.32, <italic>p</italic>&#x2009;&#x003C;&#x2009;.001) and <italic>EE</italic> (<italic>&#x03B2;</italic>&#x2009;&#x003D;&#x2009;.15, <italic>p</italic>&#x2009;&#x003D;&#x2009;.001) were significant predictors of acceptance of videoconferencing psychotherapy. <xref ref-type="table" rid="T3">Table&#x00A0;3</xref> contains the final UTAUT model of acceptance and its predictors.</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Results of the multiple hierarchical regression analysis of acceptance towards videoconferencing psychotherapy.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Predictors</th>
<th valign="top" align="center"><italic>B</italic></th>
<th valign="top" align="center"><italic>&#x03B2;</italic></th>
<th valign="top" align="center"><italic>t</italic></th>
<th valign="top" align="center"><italic>R<sup>2</sup></italic></th>
<th valign="top" align="center"><italic>&#x0394;R<sup>2</sup></italic></th>
<th valign="top" align="center"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">(Intercept)</td>
<td valign="top" align="center">.52</td>
<td valign="top" align="center">-.07</td>
<td valign="top" align="center">1.30</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.195</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Step 1: Sociodemographic data</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">.015</td>
<td valign="top" align="center" colspan="1">.015</td>
<td valign="top" align="center" colspan="1"/>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">-.00</td>
<td valign="top" align="center">-.02</td>
<td valign="top" align="center">&#x2212;0.81</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.418</td>
</tr>
<tr>
<td valign="top" align="left">Female gender</td>
<td valign="top" align="center">.11</td>
<td valign="top" align="center">.10</td>
<td valign="top" align="center">1.51</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.132</td>
</tr>
<tr>
<td valign="top" align="left">Place of residence: Medium sized city (&#x003E;20,000 residents)</td>
<td valign="top" align="center">-.03</td>
<td valign="top" align="center">-.03</td>
<td valign="top" align="center">-.38</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.701</td>
</tr>
<tr>
<td valign="top" align="left">Place of residence: Small town (&#x003E;5,000 residents)</td>
<td valign="top" align="center">.01</td>
<td valign="top" align="center">.01</td>
<td valign="top" align="center">.07</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.944</td>
</tr>
<tr>
<td valign="top" align="left">Place of residence: Rural area (&#x003C;5,000 residents)</td>
<td valign="top" align="center">-.14</td>
<td valign="top" align="center">-.12</td>
<td valign="top" align="center">&#x2212;1.34</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.182</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Step 2: Psychotherapeutic anamnesis</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">.039</td>
<td valign="top" align="center" colspan="1">.024</td>
<td valign="top" align="center" colspan="1"/>
</tr>
<tr>
<td valign="top" align="left">Depressive symptoms (PHQ-8)</td>
<td valign="top" align="center">.01</td>
<td valign="top" align="center">.06</td>
<td valign="top" align="center">2.09</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.038</td>
</tr>
<tr>
<td valign="top" align="left">Outpatient psychotherapy (currently)</td>
<td valign="top" align="center">.02</td>
<td valign="top" align="center">.02</td>
<td valign="top" align="center">0.31</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.759</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Step 3: ICT-related data</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">.064</td>
<td valign="top" align="center" colspan="1">.025</td>
<td valign="top" align="center" colspan="1"/>
</tr>
<tr>
<td valign="top" align="left">Digital confidence</td>
<td valign="top" align="center">.07</td>
<td valign="top" align="center">.06</td>
<td valign="top" align="center">1.93</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.054</td>
</tr>
<tr>
<td valign="top" align="left">Internet anxiety</td>
<td valign="top" align="center">.09</td>
<td valign="top" align="center">.05</td>
<td valign="top" align="center">1.86</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.064</td>
</tr>
<tr>
<td valign="top" align="left">eHealth literacy</td>
<td valign="top" align="center">-.07</td>
<td valign="top" align="center">-.04</td>
<td valign="top" align="center">-1.59</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.113</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Step 4: Concerns</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">.506</td>
<td valign="top" align="center" colspan="1">.442</td>
<td valign="top" align="center" colspan="1"/>
</tr>
<tr>
<td valign="top" align="left">Effectiveness</td>
<td valign="top" align="center">-.15</td>
<td valign="top" align="center">-.18</td>
<td valign="top" align="center">&#x2212;4.37</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x003C;.001</td>
</tr>
<tr>
<td valign="top" align="left">Understanding non-verbal language (therapist)</td>
<td valign="top" align="center">.01</td>
<td valign="top" align="center">.01</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.910</td>
</tr>
<tr>
<td valign="top" align="left">Distraction (patient)</td>
<td valign="top" align="center">.01</td>
<td valign="top" align="center">.02</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.644</td>
</tr>
<tr>
<td valign="top" align="left">Understanding non-verbal language (patient)</td>
<td valign="top" align="center">.00</td>
<td valign="top" align="center">.00</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.949</td>
</tr>
<tr>
<td valign="top" align="left">Emotional expression</td>
<td valign="top" align="center">-.11</td>
<td valign="top" align="center">-.13</td>
<td valign="top" align="center">&#x2212;3.21</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="1">Step 5: UTAUT predictors</td>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1"/>
<td valign="top" align="center" colspan="1">.729</td>
<td valign="top" align="center" colspan="1">.223</td>
<td valign="top" align="center" colspan="1"/>
</tr>
<tr>
<td valign="top" align="left">Social influence</td>
<td valign="top" align="center">.34</td>
<td valign="top" align="center">.28</td>
<td valign="top" align="center">8.33</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x003C;.001</td>
</tr>
<tr>
<td valign="top" align="left">Performance expectancy</td>
<td valign="top" align="center">.40</td>
<td valign="top" align="center">.32</td>
<td valign="top" align="center">8.08</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">&#x003C;.001</td>
</tr>
<tr>
<td valign="top" align="left">Effort expectancy</td>
<td valign="top" align="center">.21</td>
<td valign="top" align="center">.15</td>
<td valign="top" align="center">3.41</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><p><italic>N</italic>&#x2009;&#x003D;&#x2009;439. To examine the drivers of acceptance towards videoconferencing psychotherapy, operationalized as behavioral intention, multiple hierarchical regression analysis was applied. Drivers were included blockwise in four steps. In Step 2, 3 and 4 only the newly included variables are presented. <italic>B</italic>&#x2009;&#x003D;&#x2009;Unstandardized beta. &#x03B2;&#x2009;&#x003D;&#x2009;Standardized beta. <italic>t</italic>&#x2009;&#x003D;&#x2009;Test statistic. <italic>R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;Determination coefficient. <italic>&#x0394;R</italic><sup>2</sup>&#x2009;&#x003D;&#x2009;Changes in <italic>R</italic><sup>2</sup>. PHQ-8&#x2009;&#x003D;&#x2009;Patient Health Questionnaire Depression Scale; UTAUT&#x2009;&#x003D;&#x2009;Unified Theory of Acceptance and Use of Technology.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>The aim of the study was to assess the acceptance of VCP, its drivers and barriers among patients affected by mental health disorders and healthy controls, and to examine whether VCP could serve as a valuable supplement to overcome the global treatment gap in mental health care. Although some studies have examined VCP acceptance from the perspectives of therapists or patients, the majority were conducted during or prior to the COVID-19 pandemic&#x2014;a period when many therapeutic interactions were necessarily transitioned to digital platforms (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B65">65</xref>&#x2013;<xref ref-type="bibr" rid="B70">70</xref>). To our knowledge, there is a lack of valid data on the drivers and barriers to VCP acceptance, particularly regarding concerns about its use in the post-pandemic context, when normalcy has returned to therapeutic contexts and face-to-face interactions are once again feasible.</p>
<p>Overall, respondents demonstrated a moderate to high level of acceptance towards VCP. Consistent with findings from previous studies on VCP acceptance, nearly half of the participants reported a high level of acceptance, while approximately one-third expressed moderate acceptance (<xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B71">71</xref>). A systematic review of 39 studies conducted across 19 countries on the acceptability and usability of tele-mental health services supports the moderate to high satisfaction and acceptance of VCP found in this study. The review highlights the widespread uptake of these services particularly among adolescents, underscoring the potential for future growth and expansion of these interventions (<xref ref-type="bibr" rid="B72">72</xref>). Comparable levels of acceptability for eHealth interventions have also be observed in other medical domains, including oncology, cardiology, chronic pain management, obesity treatment, and general practice settings (<xref ref-type="bibr" rid="B46">46</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B61">61</xref>, <xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B64">64</xref>). By contrast, studies prior to the COVID-19 pandemic reported low to moderate acceptance to internet-based mental health services (<xref ref-type="bibr" rid="B69">69</xref>). This shift in acceptance may be attributed to the widespread adoption of eHealth services and telemedicine during the pandemic, which likely influenced perceptions and familiarity with these interventions (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B66">66</xref>). Various drivers and barriers influencing acceptance were identified and are discussed below.</p>
<p>In contrast to other studies examining the acceptance of eHealth services in several medical fields, which identified e.g., younger age and higher education as significant predictors, sociodemographic parameters did not significantly influence VCP acceptance in the present study (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B67">67</xref>, <xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B73">73</xref>). These findings may also be attributed to the recent pandemic, which likely increased the overall acceptance of digital mental health services due to increased experience, regardless of sociodemographic factors, but also to the respondents&#x0027; high eHealth literacy in general (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B74">74</xref>). Situational variables, like acute need for therapy or long waiting times for in-person treatment, may therefore have a greater influence on acceptance than sociodemographic variables. These results are in line with a recent study from Germany, which similarly found no significant association between the socioeconomic status and satisfaction with tele-mental health services. However, the study reports lower satisfaction and thus acceptance with telephone-only services among individuals in full-time employment with higher educational levels, suggesting that this group may have greater technological affinity and higher expectations, which in turn could indirectly influence satisfaction and, ultimately, VCP acceptance (<xref ref-type="bibr" rid="B75">75</xref>).</p>
<p>Regarding the psychotherapeutic anamnesis, present depressive symptoms and current outpatient psychotherapy emerged as significant predictors of acceptance. These findings align with prior research, which identified a correlation between mental health status and acceptance of e-mental health interventions (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B76">76</xref>, <xref ref-type="bibr" rid="B77">77</xref>). A possible explanation is that seeking psychotherapy might be associated with stigmatization, which could be alleviated by VCP, as it offers discreet participation from home (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B76">76</xref>, <xref ref-type="bibr" rid="B78">78</xref>). VCP may also provide a convenient and non-threatening option for delivering psychological support to patients who might otherwise face barriers to therapy due to their condition (<xref ref-type="bibr" rid="B76">76</xref>). Patients currently undergoing outpatient psychotherapy may be more likely to seek therapy in general and then use VCP, driven not only by experiences of stigma but also by logistical challenges associated with face-to-face therapy, which could be mitigated by the convenience and accessibility of VCP (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B38">38</xref>). However, other studies suggest, that the online setting may feel less safe and comfortable, making it difficult to reveal the internal world (<xref ref-type="bibr" rid="B79">79</xref>). This contrast highlights that the perception of VCP can vary depending on individual preferences, experiences and especially psychological needs.</p>
<p>ICT-related data were also revealed as relevant influencing factors in this study. Digital confidence, as a significant driver of acceptance, highlights the importance of trust in ICT, which can substantially influence the willingness to engage with technologies like VCP (<xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B80">80</xref>). The high levels of digital confidence observed provide a promising foundation for further implementation of VCP into routine care. Internet anxiety, as a general concern about internet usage, was reported as low, whereas digital overload, defined as a state of being overwhelmed due to continuous digital availability, was revealed as moderate (<xref ref-type="bibr" rid="B81">81</xref>, <xref ref-type="bibr" rid="B82">82</xref>). Although these variables did not achieve statistical significance in this study, their relevance to acceptance remains noteworthy, contrasting with other studies on eHealth acceptance in which higher Internet anxiety or digital overload are typically associated with reduced acceptance of VCP and decreased eHealth utilization (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B60">60</xref>). Respondents reported frequent internet use in both personal and professional contexts, consistent with their high digital confidence and low internet anxiety&#x2014;factors that may already contribute to their acceptance of eHealth interventions. The moderate digital overload suggests that digital interactions do not pose a significant burden, making it an unlikely barrier to VCP acceptance. Overall, these findings align with participants&#x0027; high eHealth literacy, reflecting their ability to find and utilize digital health information which may directly enhance acceptance of VCP (<xref ref-type="bibr" rid="B46">46</xref>).</p>
<p>Two primary concerns regarding VCP were identified: effectiveness of VCP and the ability to convey emotional expression. Concerns about reduced effectiveness of VCP have been documented in previous research, thereby suggesting a lack of familiarity with or preconceived biases against VCP, where face-to-face therapy may still be regarded as standard (<xref ref-type="bibr" rid="B23">23</xref>). Empirical studies assessing its actual efficacy could demonstrate a comparable effectiveness and patients&#x0027; satisfaction to face-to-face therapy (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B83">83</xref>, <xref ref-type="bibr" rid="B84">84</xref>). Furthermore, the therapeutic alliance, as an important predictor of treatment success, has been shown to be achievable in video-based formats (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B84">84</xref>&#x2013;<xref ref-type="bibr" rid="B86">86</xref>). The implementation of targeted information to enhance public understanding of VCP and offering the opportunity to try out VCP before committing to this modality, could address this concern (<xref ref-type="bibr" rid="B6">6</xref>). Moreover, providing studies that substantiate the effectiveness of VCP could further enhance its acceptance. Concerns regarding hindered emotional expression suggest that digital interactions may be perceived as less &#x201C;human&#x201D;, with impaired nonverbal communication, which could be addressed by advancements in technology and, importantly, by targeted trainings for therapists, as emphasized by research on the working experience of mental health professionals (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B87">87</xref>). These findings also align with previous studies, where emotional distance was perceived as either disruptive and impersonal or helpful in opening up to the therapist. Expectations regarding emotional connection and communication quality particularly influenced acceptance, suggesting that such concerns are perceived differently depending on individual needs (<xref ref-type="bibr" rid="B66">66</xref>). Moreover, the interpersonal dimension of feeling understood and seen may be perceived differently via video, highlighting the need for therapists to develop specialized competencies in nonverbal communication especially since the therapeutic relationship represents an important factor in psychotherapy (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Although acceptance among respondents was moderate to high, these findings suggest that VCP is not universally applicable to all situations or patients, as participants reported willingness to conduct approximately 50&#x0025; of their psychotherapy sessions via video. The majority expressed readiness to use VCP for specific purposes like medical prescriptions, issuing certificates of incapacity for work, outpatient psychotherapy, or pharmacological adjustments. In contrast, only a few considered it suitable for inpatient psychotherapy, and around 6&#x0025; would not use VCP for any of the scenarios presented. This aligns with findings from a systematic review from 2022, which indicated that VCP appears more suitable for less complex or stable cases, whereas emotional crises were considered more difficult to address due to challenges in nonverbal communication&#x2014;matching the concerns identified in the present study (<xref ref-type="bibr" rid="B66">66</xref>, <xref ref-type="bibr" rid="B74">74</xref>). Establishing a foundation of personal trust with the therapist was identified as an important prerequisite for using VCP, underlining the importance of the practitioner-patient relationship in psychotherapy. This aspect has also been highlighted in previous studies, as it facilitated the transition to VCP (<xref ref-type="bibr" rid="B66">66</xref>). Nonetheless, it represents a valuable complement to conventional face-to-face psychotherapy, particularly within a blended therapy model that may combine both modalities (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B88">88</xref>, <xref ref-type="bibr" rid="B89">89</xref>).</p>
<p>Consistent with findings from previous studies, the UTAUT model demonstrated its high predictive value for explaining the acceptance of eHealth interventions (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B62">62</xref>, <xref ref-type="bibr" rid="B69">69</xref>). The models&#x0027; core predictors PE, EE, and SI each exhibited significant effects on the acceptance of VCP, explaining a high level of variance. Among these, PE appeared to be the strongest predictor, as could be reported in previous studies, underscoring its central role for acceptance, matching the respondents&#x0027; concern of less efficacy of VCP (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B61">61</xref>). Similarly, the impact of SI highlights the potential to enhance adoption rates through strategic involvement of important relationships to relatives, friends, and caregivers, who could actively promote the use of VCP (<xref ref-type="bibr" rid="B62">62</xref>). The notable influence of EE further emphasizes the relevance of user-friendly technology, particularly for individuals with limited prior experience with ICT (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B69">69</xref>).</p>
<p>Lastly, VCP may not only benefit individuals affected by mental health disorders in Germany, but also contributes to address the global treatment gap in mental health care, particularly in low- and middle-income countries (<xref ref-type="bibr" rid="B90">90</xref>). Several international studies have already demonstrated positive attitudes toward VCP, especially with regard to accessibility and flexibility. A literature review focusing primarily on studies from North America (including rural areas) and Australia highlights advantages such as cost savings, discretion, and reduced stigma, while also pointing to barriers like possible technical difficulties and challenges in nonverbal communication&#x2014;similar to those reported in the present study (<xref ref-type="bibr" rid="B53">53</xref>). Consistent with these findings, research from the United Kingdom and Canada reports high levels of satisfaction with VCP (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B54">54</xref>). A study from Singapore further emphasizes the importance of SI and PE as central predictors of acceptance, while also identifying technology-related issues as potential barriers (<xref ref-type="bibr" rid="B55">55</xref>). This international comparison illustrates that e-mental health services have already been implemented across various countries, showing similar drivers and barriers for acceptance. It also highlights that acceptance is influenced not only by individual attitudes but also by broader infrastructural and contextual factors.</p>
<p>With regard to the study objectives, the findings indicate a moderate to high level of acceptance of VCP. Significant drivers of acceptance included present depressive symptoms, current outpatient psychotherapy, digital confidence, as well as the three key predictors of the UTAUT model: PE, EE, SI. These drivers should be specifically supported to enhance the adoption and practical implementation of VCP. Although not statistically significant, factors like Internet anxiety and digital overload also appeared to be relevant for acceptance and need to be considered. Major concerns and thus barriers were related to the expected effectiveness of VCP and the ability to convey emotional expression via video. These factors need to be addressed in order to increase acceptance and promote broader use of VCP. Medical, psychotherapeutic anamnesis and ICT-related data emerged as relevant contributors to acceptance, whereas sociodemographic data appeared to be less influential in this sample. Participants&#x0027; willingness to conduct nearly 50&#x0025; of their therapy online demonstrates a readiness for this digital complement in mental health care, what supports a broader implementation. Taken together, these results support the potential of VCP as a valuable supplement to psychotherapeutic care to address the global treatment gap, highlighting aspects that need to be considered to ensure that everyone can benefit from these digital solutions.</p>
</sec>
<sec id="s5"><label>5</label><title>Limitations</title>
<p>Given that the study was conducted through an online questionnaire, individuals lacking internet access or the requisite devices may have been excluded, potentially leading to a biased sample. This exclusion disproportionately affects older individuals and those with lower levels of education, whereas the majority of respondents in this study belonged to higher educational levels (<xref ref-type="bibr" rid="B91">91</xref>, <xref ref-type="bibr" rid="B92">92</xref>). Furthermore, individuals with higher levels of digital confidence and lower internet anxiety were more likely to engage with eHealth interventions, potentially increasing their willingness to use VCP. This may cause a limited generalizability of the findings to the broader population. Additionally, as approximately half of the participants had no current or prior experience with psychotherapy, their responses may have been influenced by a lack of familiarity with its contexts. Moreover, the intention-behavior-gap, which refers to the phenomenon that the intention to do something does not necessarily translate into actual behavior, must be considered in this context, as acceptance was operationalized as behavioral intention (<xref ref-type="bibr" rid="B93">93</xref>, <xref ref-type="bibr" rid="B94">94</xref>). Since slightly more than half of the participants were previously uninformed about VCP, and half had no prior therapy experience, there is no data about the actual usage behavior to date. Additionally, all responses were self-reported, making them susceptible to common method variance (<xref ref-type="bibr" rid="B95">95</xref>, <xref ref-type="bibr" rid="B96">96</xref>). This issue should be mitigated by ensuring the anonymity of the survey and achieving high internal reliability of the included items. Internal consistency for SI was rather low (Cronbach&#x0027;s <italic>&#x03B1;</italic>&#x2009;&#x003D;&#x2009;.68), indicating that items used may not adequately represent the construct. SI consisted of 2 items. One explanation might be that a lower level of items is associated with Cronbach&#x0027;s <italic>&#x03B1;</italic> values (<xref ref-type="bibr" rid="B97">97</xref>). As an adapted version of the UTAUT questionnaire was used, the SI items are in need of improvement in future studies. To address the mentioned limitations, future studies should include a larger number of individuals with lower educational levels as well as more participants who are currently or have previously been in treatment. Additionally, it should be examined whether there are differences in acceptance among individuals with visual or hearing impairments, as this was not specifically investigated in the present study and may pose a potential barrier. Future research should also focus on examining actual usage behaviors and patient adherence to VCP, to overcome the intention-behavior-gap.</p>
</sec>
<sec id="s6" sec-type="conclusions"><label>6</label><title>Conclusion</title>
<p>To conclude, the study revealed a moderate to high level of acceptance among patients affected by mental health disorders and healthy controls toward VCP. Significant barriers and concerns, including a perceived reduced effectiveness of VCP and difficulties with emotional expressiveness via video need to be addressed first to meet the needs of all potential users. Targeted trainings, trial lessons and improved information on VCP could be used to increase acceptance. Thereby, drivers, like the high levels of SI and PE and the digital confidence identified here, should be emphasized and supported to promote greater adoption of VCP. Moreover, additional significant drivers as present depressive symptoms and current outpatient psychotherapy should be acknowledged and specifically addressed. Even non-significant factors such as Internet anxiety or digital overload require further consideration, e.g., through the use of user-friendly video platforms and improved data security, as they may become relevant barriers if left unaddressed. Overall, the study suggests that acceptance is influenced by a combination of individual characteristics (e.g., medical, psychotherapeutic anamnesis and ICT-related data) and theoretical predictors derived from the UTAUT model. In light of the present findings, further implementation of VCP, particularly within the context of outpatient psychotherapy, should be considered as a viable complement to face-to-face psychotherapy to enhance future therapeutic processes and improve global psychotherapeutic care provision.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="data-availability"><title>Data availability statement</title>
<p>The data that support the findings of this study are available from the corresponding author upon reasonable request.</p>
</sec>
<sec id="s8" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by Ethics Committee of the Medical Faculty of the University of Duisburg-Essen (19-89-47-BO). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s9" sec-type="author-contributions"><title>Author contributions</title>
<p>AN: Writing &#x2013; review &#x0026; editing, Project administration, Conceptualization, Writing &#x2013; original draft. LJ: Methodology, Visualization, Formal analysis, Data curation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. JK: Writing &#x2013; review &#x0026; editing. AR: Writing &#x2013; review &#x0026; editing. MT: Supervision, Conceptualization, Writing &#x2013; review &#x0026; editing. AB: Writing &#x2013; review &#x0026; editing, Writing &#x2013; original draft, Conceptualization, Project administration, Methodology, Supervision.</p>
</sec>
<sec id="s10" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. We thank the Open Access Fund of the University of Duisburg-Essen for supporting the publication of our article.</p>
</sec>
<ack><title>Acknowledgments</title>
<p>We thank Deborah Friedman for proofreading and linguistic assistance.</p>
</ack>
<sec id="s11" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s12" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s14" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s13" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fdgth.2025.1634013/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fdgth.2025.1634013/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="Datasheet1.docx"/></supplementary-material>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr" id="ab001"><p>BI, behavioral intention; EE, effort expectancy; GR-eHEALS, revised German version of the eHealth literacy scale; ICT, information and communications technologies; PE, performance expectancy; PHQ-8, patient health questionnaire depression scale-8; SI, social influence; UTAUT, the unified theory of acceptance and use of Technology; VC, video consultations; VCP, videoconferencing psychotherapy.</p></fn>
</fn-group>
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