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<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
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<issn pub-type="epub">1664-1078</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2026.1636709</article-id>
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<subj-group subj-group-type="heading">
<subject>Brief Research Report</subject>
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<title-group>
<article-title>Exploring the use of single session interventions in child and adolescent mental health services in England: a freedom of information-based study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Dallison</surname>
<given-names>Sophie</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>Leigh</surname>
<given-names>Grace</given-names>
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<contrib contrib-type="author">
<name>
<surname>Payne-Cook</surname>
<given-names>Chloe</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>Archard</surname>
<given-names>Philip John</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name>
<surname>Dryden</surname>
<given-names>Windy</given-names>
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<contrib contrib-type="author">
<name>
<surname>Loades</surname>
<given-names>Maria Elizabeth</given-names>
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<aff id="aff1"><label>1</label><institution>Department of Psychology, University of Bath</institution>, <city>Bath</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff2"><label>2</label><institution>Department of Education and Training at Tavistock NHS, Tavistock and Portman NHS Foundation Trust</institution>, <city>London</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff3"><label>3</label><institution>School of Criminology, University of Leicester</institution>, <city>Leicester</city>, <country country="gb">United Kingdom</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Social Therapeutic and Community Studies, Goldsmiths University of London</institution>, <city>London</city>, <country country="gb">United Kingdom</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Sophie Dallison, <email xlink:href="mailto:sd960@bath.ac.uk">sd960@bath.ac.uk</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-04">
<day>04</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>17</volume>
<elocation-id>1636709</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>14</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Dallison, Leigh, Payne-Cook, Archard, Dryden and Loades.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Dallison, Leigh, Payne-Cook, Archard, Dryden and Loades</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-04">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://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.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>We explored the provision of single-session interventions (SSIs) in public child and adolescent mental health service (CAMHS) provision, using freedom of information (FOI) requests to gather data from National Health Service (NHS) trusts.</p>
</sec>
<sec>
<title>Method</title>
<p>FOI requests were sent to all NHS trusts in England with CAMHS in 2024, seeking information on SSI use, delivery, and implementation.</p>
</sec>
<sec>
<title>Results</title>
<p>Responses from participating trusts indicated that most trusts did not use SSIs, with varied deployment of SSIs in those that provided them. Some trusts reported plans to expand SSI provision.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>Although SSIs are used in some CAMHS, variability in practice and reporting suggests a need for further research into decision-making and strategies for the implementation of SSIs in different localities.</p>
</sec>
</abstract>
<kwd-group>
<kwd>brief interventions</kwd>
<kwd>child and adolescent mental health</kwd>
<kwd>freedom of information</kwd>
<kwd>service delivery</kwd>
<kwd>single session</kwd>
<kwd>single session interventions</kwd>
<kwd>single session therapy</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. Professor Maria Loades (Advanced Fellowship, 302929) is funded by the National Institute for Health Research (NIHR) for this research project. The views expressed in this publication are those of the author(s) and not necessarily those of the NIHR, NHS or the UK Department of Health and Social Care.</funding-statement>
</funding-group>
<counts>
<fig-count count="0"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="28"/>
<page-count count="5"/>
<word-count count="4204"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Psychology for Clinical Settings</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="sec1">
<title>Highlights</title>
<list list-type="bullet">
<list-item><p>Single session interventions (SSIs) are intentionally designed to be delivered and completed in one session, without presuming a need for repeated attendance.</p></list-item>
<list-item><p>Little is known about what SSIs are offered by child and adolescent mental health services (CAMHS) in England, to whom, and at what point in the care pathway.</p></list-item>
<list-item><p>Despite their potential scalability and the proclivity of a substantial minority of service users to only attend once, our exploratory study found that most CAMHS providers are not offering SSIs.</p></list-item>
<list-item><p>Where SSIs are offered, what is provided varies in delivery methods and implementation models/therapeutic modalities.</p></list-item>
</list>
</sec>
<sec id="sec2">
<title>Background</title>
<p>Single session interventions (SSIs), including single session therapies, are intentionally designed to be delivered and completed in one session, with more help available if required but not presumed (<xref ref-type="bibr" rid="ref8">Dryden, 2020</xref>). The single session can be based on various therapeutic modalities, and offered to an individual or group, in person or virtually, and as self-help or practitioner facilitated. SSIs have been found to have a beneficial effect on a range of mental health difficulties, as evidenced in a recent umbrella review of 24 systematic reviews and meta-analyses (<xref ref-type="bibr" rid="ref22">Schleider et al., 2025</xref>).</p>
<p>There are two main reasons why SSIs may be of particular interest and relevance to child and adolescent mental health services (CAMHS). Firstly, service pathways have traditionally tended to presume repeat attendance over several sessions during which benefits accrue, but prior research has found that almost half of children and young people (CYP) only attend once (<xref ref-type="bibr" rid="ref9">Edbrooke-Childs et al., 2021</xref>). This echoes findings regarding service use across age groups (<xref ref-type="bibr" rid="ref22">Schleider et al., 2025</xref>). Therefore, single session attendance is already the provision many are receiving, despite service pathways not being designed around a SSI model. Secondly, SSIs are potentially more scalable than multi-session alternatives (<xref ref-type="bibr" rid="ref21">Schleider and Weisz, 2018</xref>; <xref ref-type="bibr" rid="ref19">Schleider et al., 2020</xref>; <xref ref-type="bibr" rid="ref27">Weisz et al., 2017</xref>), and could be lower-resource complements to multi-session care. In the current context in England, there is a considerable burden of mental health need (<xref ref-type="bibr" rid="ref14">Newlove-Delgado et al., 2023</xref>). Owing to this level of need and because CAMHS provision is limited by the number of available trained professionals and funding constraints, waiting lists for treatment can be long (<xref ref-type="bibr" rid="ref10">Hansen et al., 2021</xref>). SSIs could be sufficient to meet some CYP&#x2019;s needs, and for others, could be a useful first step or an adjunct whilst waiting for further treatment.</p>
<p>Yet, little is known about what SSIs are offered by CAMHS in England, to whom, and at what point in the care pathway. We thus sought to map SSI provision via a preliminary, exploratory investigation. Specifically, we wanted to find out: 1. what SSIs are currently offered within CAMHS, 2. to whom, 3. when in the care pathway, and 4. which professional groups are involved in delivering them.</p>
</sec>
<sec sec-type="methods" id="sec3">
<title>Methods</title>
<sec id="sec4">
<title>Sample</title>
<p>In August and September 2024, Freedom of Information (FOI) requests were sent to a total of 62 trusts in England. This sample of trusts was chosen due to their role as providers of CAMHS, and is inclusive of all such providers in England [as previously identified by and adapted from <xref ref-type="bibr" rid="ref24">Valentine et al. (2023)</xref>].</p>
</sec>
<sec id="sec5">
<title>Data collection</title>
<p>In the UK, the Freedom of Information Act 2000 affords members of the public the statutory right to legally request data held by public authorities (<xref ref-type="bibr" rid="ref17">Savage and Hyde, 2014</xref>), including regarding service provision in the NHS. Under the Act, authorities are required to state whether they hold the information requested and must disclose that information within set timescales, unless the data requested falls under certain exemptions designated in the Act. Despite being a typically overlooked data collection method within health and social care research, a FOI-based approach yields higher response rates than alternative methodologies, such as voluntary questionnaire-based surveys (<xref ref-type="bibr" rid="ref1">Archard et al., 2023</xref>; <xref ref-type="bibr" rid="ref5">Clifton-Sprigg et al., 2020</xref>). Prior studies have used FOI requests to obtain data relating to CAMHS and psychological therapy provision in the NHS (<xref ref-type="bibr" rid="ref6">Crenna-Jennings and Hutchinson, 2020</xref>).</p>
<p>Given the aim of mapping SSI provision within CAMHS, a survey-based design was chosen. Qualitative and quantitative data was collected via a form sent to information governance professionals representing each trust. The form requested information regarding whether SSIs were delivered, where in service provision they were implemented, intervention modalities, and occupational groups involved in intervention delivery.</p>
<p>Following an introductory email sent to each trust&#x2019;s designated FOI contact (see <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>), we piloted the FOI request with two NHS trusts in August 2024. FOI representatives responded to and provided feedback on the requests. Subsequently, after minor changes to wording, we sent the requests by email to the remaining 60 trusts. It was not possible to determine how the respondents, as information governance professionals, gathered information for responses, raising some potential for discrepancies between what administrative data indicates and actual clinical practice.</p>
</sec>
<sec id="sec6">
<title>Data analysis</title>
<p>The final dataset comprised data from 42 trusts (67.7% response rate). Quantitative data were entered into a Microsoft Excel file and analysed descriptively, with counts and percentages reported. Free text qualitative responses were analysed by two members of the research team using inductive content analysis (<xref ref-type="bibr" rid="ref25">Vears and Gillam, 2022</xref>). Given the exploratory nature of this study and that qualitative information provided was variable in scope and quality, inductive content analysis was deemed the most appropriate analytic method.</p>
<p>Two team members undertook the content analysis, first by reading and familiarising themselves with the data, then coding individual responses provided by trust representatives to consider general commonalities and differences. This coded data was then revisited for further, fine grained coding (on a line-by-line basis) to explore, in greater depth, how information was related in responses and specific details provided.</p>
</sec>
<sec id="sec7">
<title>Ethical considerations</title>
<p>As relevant data were obtained via FOI requests, no formal institutional ethical review was required (<xref ref-type="bibr" rid="ref26">Walby and Luscombe, 2018</xref>). Only aggregate institutional data were collected, with all responses anonymised.</p>
</sec>
</sec>
<sec sec-type="results" id="sec8">
<title>Results</title>
<p>Of the 42 trusts who responded to the FOI request, 12 (28.6%) of whom indicated that they provide SSIs to CYP, with 27 (64.3%) not providing SSIs. Three (7.1%) responses did not answer this question. Thus, what follows is based on the responses from the 12 trusts who provide SSIs to CYP.</p>
<sec id="sec9">
<title>Target populations</title>
<p>All 12 trusts providing CAMHS who offer SSIs reported delivering them for CYP. Six trusts provided SSIs to parents/carers and one trust to professionals.</p>
</sec>
<sec id="sec10">
<title>Professional groups providing SSIs</title>
<p>The 12 trusts offering SSIs typically selected multiple options from the list of occupational groups we provided establishing that different groups are involved in SSI delivery, with between one and ten occupational groups depending on the trust (<italic>M</italic>&#x202F;=&#x202F;4.6; <italic>Mdn</italic>&#x202F;=&#x202F;5). Where specified, the most commonly involved professional groups were mental health nurses (9 trusts), practitioner psychologists (8 trusts), and mental health practitioners (including education mental health practitioners and child wellbeing practitioners) (7 trusts). SSIs were also delivered by social workers (6 trusts), trainee psychologists/clinical associate psychologists (4 trusts), assistant psychologists (3 trusts), systemic psychotherapists/family therapists (3 trusts), occupational therapists (3 trusts), and counsellors/psychotherapists (3 trusts) [with one trust specifying psychoanalytic psychotherapists and another, cognitive behavioural therapists/staff trained in cognitive behavioural therapy (CBT)], as well as consultant psychiatrists (2 trusts) and psychiatry registrars (2 trusts). One trust reported that support workers were involved in delivering SSIs. See also <xref ref-type="table" rid="tab1">Table 1</xref>.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Principal occupational groups involved in SSI delivery.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Occupational group</th>
<th align="center" valign="top">Number of trusts</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Mental health nurse</td>
<td align="center" valign="top">9</td>
</tr>
<tr>
<td align="left" valign="top">Practitioner psychologist</td>
<td align="center" valign="top">8</td>
</tr>
<tr>
<td align="left" valign="top">Mental health practitioner (including education mental health practitioners and child wellbeing practitioners)</td>
<td align="center" valign="top">7</td>
</tr>
<tr>
<td align="left" valign="top">Social worker</td>
<td align="center" valign="top">6</td>
</tr>
<tr>
<td align="left" valign="top">Trainee psychologist/Clinical associate psychologist</td>
<td align="center" valign="top">4</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec11">
<title>Where in the care pathway SSIs are offered</title>
<p>Ten of the 12 (83.3%) trusts reported providing SSIs as a first step to accessing help and nine (75%) as an additional source of help alongside other provisions such as medication or psychological therapy beyond a single session. Seven (63.6%) trusts provided SSIs as a crisis intervention.</p>
<p>In additional information regarding where SSIs were offered in care pathways and service provision, this included in Mental Health in Schools Teams as a psychoeducation workshop, via a drop-in service, as part of discharge pathway pilot, as an early/preventative intervention, and as part of general hospital liaison provision. One trust described how SSIs were being embedded into Single Point of Access provision, in a crisis team and in a newly introduced discharge pathway. Two trusts referred to primary mental health care provision, one in the form of mental health practitioners in primary care networks providing SSIs to CYP presenting to primary care with mental health needs.</p>
<p>The four categories of presenting problem/foci we identified for which SSIs are offered based on information obtained from six trusts (see <xref ref-type="table" rid="tab2">Table 2</xref>) indicated that SSIs were being used for various presenting problems/foci. The most commonly identified category was psychological wellbeing, including anxiety, low mood and stress, followed by sleep difficulties, then social and relational problems, with some focus on school related concerns, for instance relating to bullying and school transitions.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Foci for SSIs.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Category</th>
<th align="left" valign="top">Example responses (from trust responses)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Psychological wellbeing (6 trusts)</td>
<td align="left" valign="top">Anxiety and social anxiety, low mood, stress, emotional dysregulation</td>
</tr>
<tr>
<td align="left" valign="top">Sleep (4 trusts)</td>
<td align="left" valign="top">Sleep difficulties, sleep hygiene</td>
</tr>
<tr>
<td align="left" valign="top">Social and relational problems (3 trusts)</td>
<td align="left" valign="top">Friendship difficulties, social media and wellbeing, anti-bullying, school transitions</td>
</tr>
<tr>
<td align="left" valign="top">Neurodivergence (2 trusts)</td>
<td align="left" valign="top">Autism, ADHD</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Variability was captured in SSI type in format, context, and modality. Of the six trusts that provided information regarding format and context, all reported that SSIs were delivered in workshops in comparison to the one trust that reported them as being provided through drop-in sessions. Ten trusts provided information regarding SSI modalities, with psychoeducation (9 trusts) and CBT-informed or CBT-based interventions (4 trusts) being most commonly used. One trust response noted staff training in the Dryden model of single session therapy and the use of principles from dialectical behavioural therapy, another, the Bouverie Centre Model of &#x2018;single session thinking&#x2019;. When exploring relationships between presenting problems/foci and SSI format and modality, psychoeducation, typically through a workshop format, was more commonly used for anxiety, sleep difficulties, and low mood. The categories of CBT-informed and psychoeducation modalities were, in some instances, overlapping, as workshops for CYP and parents/carers could be based on CBT frameworks.</p>
</sec>
<sec id="sec12">
<title>Additional information provided by trusts</title>
<p>In addition to the information we specifically requested, three trusts provided additional information regarding service-wide implementation of SSI frameworks and models. This information referenced plans for future development of SSI implementation, notably in commissioning workforce training and extending a &#x2018;single session thinking&#x2019; approach in routine care delivery.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec13">
<title>Discussion</title>
<p>As a preliminary, exploratory investigation using a FOI-based approach to gather data, we mapped SSI provision across NHS trusts providing CAMHS in England and found that most trusts are not using SSIs within their service provision. In the trusts that did report using SSIs, what was being offered, for whom, by whom and at what point in the care pathway was varied.</p>
<p>Introducing SSIs as part of their service provision could be important for NHS trusts and commissioners to consider, given the advantages SSIs offer in terms of potential efficiency and scalability, and the reality that almost half of recipients of CAMHS-based support only attend once (<xref ref-type="bibr" rid="ref9">Edbrooke-Childs et al., 2021</xref>). Internationally, the evidence base for SSIs is strong (<xref ref-type="bibr" rid="ref22">Schleider et al., 2025</xref>), including for youth mental health specifically (<xref ref-type="bibr" rid="ref20">Schleider and Weisz, 2017</xref>; <xref ref-type="bibr" rid="ref3">Ball et al., 2024</xref>; <xref ref-type="bibr" rid="ref11">Hatoum et al., 2025</xref>). SSIs also align well with service delivery frameworks which are already in widespread use in the NHS and in CAMHS specifically, for example, the influential THRIVE framework for system change in mental health services for children, young people and their families, which positions single session delivery as part of an integrated, needs led, and person-centred approach to care delivery (<xref ref-type="bibr" rid="ref28">Wolpert et al., 2019</xref>). Specifically, THRIVE foregrounds effective prevention and promotion strategies, and SSIs can provide goal-based and needs-led help, consistent with this framework. To support the introduction of SSIs, further research is needed to explore commissioner and service leader decision-making regarding the use and funding of SSIs. Although our findings suggests that SSIs may not be consistently or optimally deployed in CAMHS in England, local decision-making may involve complex considerations about what is both effective and economical.</p>
<p>Where SSIs are offered, there may be several reasons for different areas offering different single session approaches and provision. The needs of the population may differ in different geographical areas; for example, populations in more rural areas may be less able to regularly attend clinic based locations which tend to be in urban centres (<xref ref-type="bibr" rid="ref18">Schleider et al., 2020</xref>). Populations in more deprived areas may also be disproportionately vulnerable to a high level of mental health need (<xref ref-type="bibr" rid="ref7">D&#x00ED;az et al., 2022</xref>) and therefore demand may be higher, driving the need for adaptations in service delivery approaches (<xref ref-type="bibr" rid="ref12">Holding et al., 2022</xref>) like SSIs. However, differences in provision may also be indicative of place-based healthcare inequalities (<xref ref-type="bibr" rid="ref16">Redhead and Lynch, 2024</xref>). Concerningly, large scale data collected anonymously through schools in England indicates that students who had experienced adversity are more likely both to have previously accessed mental health support and yet also to experience this support as not meeting their needs (<xref ref-type="bibr" rid="ref23">Soneson et al., 2024</xref>), which suggests a widespread need to better match what is provided to the needs of those who are most vulnerable to experiencing mental health problems.</p>
<p>Self-administered SSIs, which are the most scalable form of SSIs, have small but significant effects on reducing anxiety and depression symptoms in children and young people (<xref ref-type="bibr" rid="ref3">Ball et al., 2024</xref>). This provision format could be a useful way to expand CAMHS pathways to including more accessible intervention options without needing to increase the therapist workforce and with minimal cost. Pilot studies in the UK context have found that this SSI format is promising, including in the NHS (<xref ref-type="bibr" rid="ref4">Ching et al., 2023</xref>) and the community (<xref ref-type="bibr" rid="ref2">Ball et al., 2025</xref>; <xref ref-type="bibr" rid="ref15">Perkins et al., 2021</xref>; <xref ref-type="bibr" rid="ref13">Loades et al., 2025</xref>), although longer term effectiveness is yet to be investigated. Further research is also needed to establish how such interventions could best be integrated into routine care, including by investigating the factors influencing their adoption, and their impact on clinical outcomes. This would lead to a clearer picture of when, where and how to implement SSIs to enhance CAMHS provision.</p>
<sec id="sec14">
<title>Strengths and limitations</title>
<p>A strength of this study is the use of a FOI-based approach, as a novel method for gathering data across NHS trusts in England, offering a means of collecting data to map provision across multiple areas (<xref ref-type="bibr" rid="ref1">Archard et al., 2023</xref>). However, responses to the FOI request were provided by information governance professionals, therefore there is the possibility that responses do not fully capture care delivered, depending on how information was gathered through dialogue between information governance, clinical leaders and frontline professionals. Additionally, only two-thirds of trusts we contacted responded, with a quarter of these offering SSIs, placing some limitations on the completeness and generalisability of the data.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec15">
<title>Conclusion</title>
<p>Despite their potential scalability and the proclivity of a substantial minority of users to only attend once, many CAMHS in England do not appear to be using SSIs, thus further research is needed to understand the reasons for this. Among those that do use SSIs, there appears to be variability in target populations, delivery methods, and implementation. SSIs could be deployed by CAMHS providers to support timely, accessible mental health care for children and young people, and further work to examine their effectiveness and implementation is merited.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec16">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec sec-type="author-contributions" id="sec17">
<title>Author contributions</title>
<p>SD: Writing &#x2013; original draft, Formal analysis, Project administration, Visualization, Data curation, Investigation, Validation. GL: Formal analysis, Data curation, Writing &#x2013; original draft, Visualization, Investigation, Project administration, Validation. CP-C: Writing &#x2013; original draft, Conceptualization, Methodology. PA: Writing &#x2013; review &#x0026; editing, Conceptualization, Supervision, Methodology. WD: Writing &#x2013; review &#x0026; editing, Supervision, Conceptualization. ML: Methodology, Supervision, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Conceptualization.</p>
</sec>
<sec sec-type="COI-statement" id="sec18">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec19">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was not 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 sec-type="disclaimer" id="sec20">
<title>Publisher&#x2019;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 sec-type="supplementary-material" id="sec21">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fpsyg.2026.1636709/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fpsyg.2026.1636709/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Supplementary_file_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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<fn-group>
<fn fn-type="custom" custom-type="edited-by" id="fn0001"><p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/112442/overview">Yuka Kotozaki</ext-link>, Iwate Medical University, Japan</p></fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1163071/overview">Tetiana Nickelsen</ext-link>, Texas A&#x0026;M University, United States</p><p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3131065/overview">Kristof Santa</ext-link>, University of Liverpool, United Kingdom</p></fn>
</fn-group>
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