{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,1]],"date-time":"2026-08-01T00:43:28Z","timestamp":1785545008552,"version":"3.56.0"},"reference-count":50,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Med Internet Res"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>The global public health challenge of young people\u2019s mental health is particularly evident in Brazil, which is considered the most anxious and the fifth most depressed country globally. In response to this, a digital intervention, that takes the form of a storytelling chatbot named \u201cCad\u00ea o Kau\u00ea?\u201d (translation: \u201cWhere is Kau\u00ea?\u201d), was coproduced by an interdisciplinary team of researchers, young people, and narrative designers as part of a project titled Engajadamente. The intervention was designed to strengthen Brazilian adolescents\u2019 skills in promoting their peers\u2019 mental health through direct support and collective action for mental health. The intervention was rolled out in select schools in Brazil and online via social media, but it encountered challenges during the initial implementation phase in school settings.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This project\u2019s primary objective is to evaluate the implementation of \u201cCad\u00ea o Kau\u00ea\u201d in school settings in Brazil, assess current and potential complexities, and formulate recommendations to reduce or manage these complexities. The secondary objective of this project is to understand the current and potential sociotechnical change resulting from the implementation of the \u201cCad\u00ea o Kau\u00ea\u201d in a real-world setting.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>The Non-adoption, Abandonment, Scale-up, Spread, Sustainability (NASSS) framework was selected as the theoretical framework to identify different areas of complexity across domains and further thinking of ways to reduce or manage these complexities. Data were gathered by conducting semistructured online interviews with the Engajadamente team members based in the United Kingdom and Brazil. The NASSS\u2013Complexity Assessment Tool was used as a sensemaking device to facilitate a collective understanding of the implementation, and narratives were mapped onto specific NASSS domains. Key themes were identified across overarching domains using thematic analysis to meet the objectives of this evaluation.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The results mapped onto the NASSS domains generated a narrative about the initial implementation of \u201cCad\u00ea o Kau\u00ea?\u201d in schools. Existing and potential complexities across technology, organization, and wider system domains were characterized by interdependencies, unintended consequences, and uncertainties. The implementation of \u201cCad\u00ea o Kau\u00ea?\u201d highlighted challenges related to internet dependency, infrastructure limitations, and varying levels of organizational readiness, teacher preparedness, and school culture. Addressing these through offline solutions, additional teacher training, whole-school engagement strategies, and a value-informed complexity approach can enhance accessibility, alignment with school priorities, and adaptability within Brazil\u2019s dynamic sociopolitical context.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Using the NASSS framework, the evaluation captured both current and emerging complexities in implementing \u201cCad\u00ea o Kau\u00ea?\u201d in schools. By engaging with theory-informed approaches to technology implementation projects and deep-diving into discursive dynamic interactions between technology and its \u201ccontext\u201d of implementation, we have explored ways to manage these complexities and developed suitable recommendations to guide the Engadajamente team and support similar projects in the future.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/79106","type":"journal-article","created":{"date-parts":[[2026,4,13]],"date-time":"2026-04-13T17:15:06Z","timestamp":1776100506000},"page":"e79106-e79106","source":"Crossref","is-referenced-by-count":0,"title":["Using the NASSS\u2013Complexity Assessment Tool to Evaluate the Implementation of \u201cCad\u00ea O Kau\u00ea?\u201d: Chat-Story Intervention for Youth Participation in Mental Health Promotion in Brazil"],"prefix":"10.2196","volume":"28","author":[{"ORCID":"https:\/\/orcid.org\/0009-0003-1484-3092","authenticated-orcid":false,"given":"Sakshi","family":"Setia","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5574-4021","authenticated-orcid":false,"given":"Gabriela","family":"Pavarini","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0831-8198","authenticated-orcid":false,"given":"Mona","family":"Koshkouei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5515-5219","authenticated-orcid":false,"given":"Sheila","family":"Giardini Murta","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2026,5,27]]},"reference":[{"key":"R1","unstructured":"Guidance on Community Mental Health Services: Promoting Person-Centred and Rights-Based Approaches. 1st ed. World Health Organization; 2021."},{"issue":"9","key":"R2","doi-asserted-by":"publisher","first-page":"731","DOI":"10.1016\/S2215-0366(24)00163-9","article-title":"The Lancet Psychiatry Commission on youth mental health","volume":"11","author":"McGorry","journal-title":"Lancet Psychiatry"},{"issue":"6","key":"R3","doi-asserted-by":"publisher","first-page":"593","DOI":"10.1001\/archpsyc.62.6.593","article-title":"Lifetime prevalence and age-of-onset distributions of DSM-IV disorders in the national comorbidity survey replication","volume":"62","author":"Kessler","journal-title":"Arch Gen Psychiatry"},{"key":"R4","doi-asserted-by":"publisher","DOI":"10.1016\/j.puhe.2020.11.013","article-title":"Sharp increase in depression and anxiety among Brazilian adults during the COVID-19 pandemic: findings from the PAMPA cohort","volume":"190","author":"Feter","journal-title":"Public Health (Fairfax)"},{"issue":"1","key":"R5","doi-asserted-by":"publisher","first-page":"100015","DOI":"10.1016\/j.psycom.2021.100015","article-title":"Mental health of Brazilian adolescents during the COVID-19 pandemic","volume":"2","author":"Barros","journal-title":"Psychiatry Res Commun"},{"issue":"3","key":"R6","doi-asserted-by":"publisher","first-page":"553","DOI":"10.1192\/bjp.2021.221","article-title":"Reconceptualising the treatment gap for common mental disorders: a fork in the road for global mental health?","volume":"221","author":"Roberts","journal-title":"Br J Psychiatry"},{"issue":"1","key":"R7","doi-asserted-by":"publisher","first-page":"90","DOI":"10.1007\/s10964-014-0165-0","article-title":"A systematic review of online youth mental health promotion and prevention interventions","volume":"44","author":"Clarke","journal-title":"J Youth Adolesc"},{"key":"R8","doi-asserted-by":"publisher","DOI":"10.11606\/S1518-8787.2020054001197","article-title":"Common mental disorders and socioeconomic status in adolescents of ERICA","volume":"54","author":"Ribeiro","journal-title":"Rev Saude Publica"},{"key":"R9","unstructured":"Mental health promotion. Intellectual Disability Mental Health Connect. URL: https:\/\/idmhconnect.health\/i-am-professional\/mental-health-promotion [Accessed 10-02-2026]"},{"issue":"9","key":"R10","doi-asserted-by":"publisher","first-page":"671","DOI":"10.1016\/S2215-0366(24)00211-6","article-title":"Centring youth mental health discourse on low-income and middle-income countries","volume":"11","author":"Rose-Clarke","journal-title":"Lancet Psychiatry"},{"key":"R11","unstructured":"The Ottawa Charter (The WHO, 1986) marked a global turning point in health policies. URL: https:\/\/www.regione.lombardia.it\/wps\/wcm\/connect\/938b9ac0-e2fd-4376-8586-486cabfcc05e\/Mental+Health+Glossary.pdf?MOD=AJPERES&CACHEID=938b9ac0-e2fd-4376-8586-486cabfcc05e [Accessed 11-02-2026]"},{"issue":"2","key":"R12","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1177\/09731342221120709","article-title":"Mental health promotion in adolescents","volume":"18","author":"Santre","journal-title":"Journal of Indian Association for Child and Adolescent Mental Health"},{"key":"R13","doi-asserted-by":"publisher","DOI":"10.1136\/bmj-2021-069484","article-title":"Strengthening adolescent agency for optimal health outcomes","volume":"379","author":"Vijayaraghavan","journal-title":"BMJ"},{"issue":"10","key":"R14","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0293006","article-title":"Mental health and wellbeing outcomes of youth participation: a scoping review protocol","volume":"18","author":"Bower","journal-title":"PLoS ONE"},{"issue":"10224","key":"R15","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1016\/S0140-6736(20)30364-0","article-title":"The voices of children in the global health debate","volume":"395","author":"Gatera","journal-title":"Lancet"},{"key":"R16","doi-asserted-by":"publisher","DOI":"10.1093\/oodh\/oqaf005","article-title":"A scoping review of digital interventions for the promotion of mental health and prevention of mental health conditions for young people","volume":"3","author":"Baka","journal-title":"Oxf Open Digit Health"},{"issue":"4","key":"R17","doi-asserted-by":"publisher","first-page":"373","DOI":"10.1177\/00178969241297821","article-title":"Co-designing digital mental health interventions with young people: 10 recommendations from lessons learned in low-and-middle-income countries","volume":"84","author":"Gonsalves","journal-title":"Health Educ J"},{"issue":"8","key":"R18","doi-asserted-by":"publisher","first-page":"928","DOI":"10.1111\/jcpp.13258","article-title":"Practitioner review: co-design of digital mental health technologies with children and young people","volume":"61","author":"Bevan Jones","journal-title":"J Child Psychol Psychiatry"},{"key":"R19","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpsychires.2020.12.016","article-title":"The emergence of digital mental health in low-income and middle-income countries: a review of recent advances and implications for the treatment and prevention of mental disorders","volume":"133","author":"Carter","journal-title":"J Psychiatr Res"},{"key":"R20","doi-asserted-by":"publisher","DOI":"10.1016\/j.jemep.2021.100719","article-title":"Addressing mental health stigma in low-income and middle-income countries: a new frontier for digital mental health","volume":"19","author":"Naslund","journal-title":"Ethics Med Public Health"},{"issue":"5","key":"R21","doi-asserted-by":"publisher","first-page":"697","DOI":"10.1111\/jcpp.14078","article-title":"Cad\u00ea o Kau\u00ea? co-design and acceptability testing of a chat-story aimed at enhancing youth participation in the promotion of mental health in Brazil","volume":"66","author":"Pavarini","journal-title":"J Child Psychol Psychiatry"},{"key":"R22","unstructured":"General 2. Engajadamente. URL: https:\/\/www.engajadamente.org\/o-projeto [Accessed 11-02-2026]"},{"issue":"11","key":"R23","doi-asserted-by":"publisher","DOI":"10.1136\/bmjgh-2023-012443","article-title":"A collective autoethnography of coproduction in mental health research by academic researchers and young people in Brazil","volume":"8","author":"Siston","journal-title":"BMJ Glob Health"},{"key":"R24","doi-asserted-by":"crossref","unstructured":"Pavarini G Murta SG Mendes J et al. Your best friend is missing and only you can find him: a chat-story to promote peer support and collective action for mental health. Presented at: Proceedings of the 22nd Annual ACM Interaction Design and Children Conference; Jun 19-22, 2023:732-735; Chicago, IL. 2023.[doi: 10.1145\/3585088.3594496]","DOI":"10.1145\/3585088.3594496"},{"key":"R25","doi-asserted-by":"publisher","DOI":"10.3233\/SHTI190123","article-title":"The NASSS framework - a synthesis of multiple theories of technology implementation","volume":"263","author":"Greenhalgh","journal-title":"Stud Health Technol Inform"},{"issue":"1","key":"R26","doi-asserted-by":"publisher","DOI":"10.1186\/s12916-018-1089-4","article-title":"Studying complexity in health services research: desperately seeking an overdue paradigm shift","volume":"16","author":"Greenhalgh","journal-title":"BMC Med"},{"issue":"1","key":"R27","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1258\/jhsrp.2012.012036","article-title":"Entangled complexity: why complex interventions are just not complicated enough","volume":"18","author":"Cohn","journal-title":"J Health Serv Res Policy"},{"issue":"2","key":"R28","doi-asserted-by":"publisher","first-page":"78","DOI":"10.14236\/jhi.v21i2.54","article-title":"Undertaking sociotechnical evaluations of health information technologies","volume":"21","author":"Cresswell","journal-title":"Inform Prim Care"},{"issue":"2","key":"R29","doi-asserted-by":"publisher","first-page":"284","DOI":"10.1093\/jamia\/ocaa197","article-title":"Putting the social back into sociotechnical: case studies of co-design in digital health","volume":"28","author":"Papoutsi","journal-title":"J Am Med Inform Assoc"},{"key":"R30","doi-asserted-by":"crossref","unstructured":"Leonardi PM . Materiality, sociomateriality, and socio-technical systems: what do these terms mean? how are they related? do we need them? Social Science Research Network. Preprint posted online on Aug 15, 2012. [doi: 10.2139\/ssrn.2129878]","DOI":"10.2139\/ssrn.2129878"},{"issue":"11","key":"R31","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.8775","article-title":"Beyond adoption: a new framework for theorizing and evaluating nonadoption, abandonment, and challenges to the scale-up, spread, and sustainability of health and care technologies","volume":"19","author":"Greenhalgh","journal-title":"J Med Internet Res"},{"key":"R32","unstructured":"Attribution 4.0 international (CC BY 4.0). Creative Commons. URL: https:\/\/creativecommons.org\/licenses\/by\/4.0\/#ref-appropriate-credit [Accessed 15-05-2026]"},{"issue":"3","key":"R33","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pdig.0000418","article-title":"The NASSS (non-adoption, abandonment, scale-up, spread and sustainability) framework use over time: a scoping review","volume":"4","author":"Shin","journal-title":"PLOS Digit Health"},{"key":"R34","unstructured":"Braun V Clarke V . Thematic Analysis: A Practical Guide. Sage Publications Ltd; 2021. ISBN: 978-1473953246"},{"issue":"2","key":"R35","doi-asserted-by":"publisher","first-page":"24","DOI":"10.1007\/s44206-024-00110-5","article-title":"Examining ethical and social implications of digital mental health technologies through expert interviews and sociotechnical systems theory","volume":"3","author":"Adams","journal-title":"DISO"},{"issue":"9","key":"R36","doi-asserted-by":"publisher","first-page":"509","DOI":"10.15171\/ijhpm.2017.11","article-title":"Providing value to new health technology: the early contribution of entrepreneurs, investors, and regulatory agencies","volume":"6","author":"Lehoux","journal-title":"Int J Health Policy Manag"},{"key":"R37","doi-asserted-by":"publisher","DOI":"10.2147\/IEH.S88809","article-title":"eHealth innovations in LMICs of Africa and Asia: a literature review exploring factors affecting implementation, scale-up, and sustainability","volume":"20152","author":"Shuvo","journal-title":"IEH"},{"issue":"7","key":"R38","doi-asserted-by":"publisher","DOI":"10.2196\/19552","article-title":"Implementing mHealth interventions in a resource-constrained setting: case study from Uganda","volume":"8","author":"Meyer","journal-title":"JMIR Mhealth Uhealth"},{"issue":"4","key":"R39","doi-asserted-by":"publisher","first-page":"581","DOI":"10.1111\/j.0887-378X.2004.00325.x","article-title":"Diffusion of innovations in service organizations: systematic review and recommendations","volume":"82","author":"Greenhalgh","journal-title":"Milbank Q"},{"issue":"4","key":"R40","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1176\/appi.ps.201800389","article-title":"Use of mental health services by children with mental disorders in two major cities in Brazil","volume":"70","author":"Fatori","journal-title":"Psychiatr Serv"},{"key":"R41","doi-asserted-by":"publisher","DOI":"10.1186\/s13033-018-0237-8","article-title":"Systematic review of pathways to mental health care in Brazil: narrative synthesis of quantitative and qualitative studies","volume":"12","author":"Amaral","journal-title":"Int J Ment Health Syst"},{"key":"R42","unstructured":"Guidance on community mental health services: promoting person-centred and rights-based approaches. World Health Organization. URL: https:\/\/www.who.int\/publications\/i\/item\/9789240025707 [Accessed 09-02-2026]"},{"issue":"1","key":"R43","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2458-14-210","article-title":"Evaluating the effectiveness of a training program that builds teachers\u2019 capability to identify and appropriately refer middle and high school students with mental health problems in Brazil: an exploratory study","volume":"14","author":"Vieira","journal-title":"BMC Public Health"},{"key":"R44","doi-asserted-by":"publisher","DOI":"10.1177\/26334895251334536","article-title":"Organizational readiness for change: a systematic review of the healthcare literature","volume":"6","author":"Caci","journal-title":"Implement Res Pract"},{"key":"R45","doi-asserted-by":"publisher","DOI":"10.1016\/j.ypmed.2020.106317","article-title":"Universal school-based mental health programmes in low- and middle-income countries: a systematic review and narrative synthesis","volume":"143","author":"Bradshaw","journal-title":"Prev Med"},{"issue":"3","key":"R46","doi-asserted-by":"publisher","first-page":"56","DOI":"10.5502\/ijw.v7i3.645","article-title":"Learn it, live it, teach it, embed it: implementing a whole school approach to foster positive mental health and wellbeing through positive education","volume":"7","author":"Hoare","journal-title":"Intnl J Wellbeing"},{"key":"R47","unstructured":"Clarke AM Barry MM . Supporting a whole-school approach to mental health promotion and wellbeing in post-primary schools in ireland. In: Kutcher S Wei Y Weist MD , editors. School Mental Health. URL: https:\/\/www.cambridge.org\/core\/books\/abs\/school-mental-health\/supporting-a-wholeschool-approach-to-mental-health-promotion-and-wellbeing-in-postprimary-schools-in-ireland\/3AFFE8C936243D7949AF1B25BE03BBC7 [Medline: 20011679]"},{"issue":"1","key":"R48","doi-asserted-by":"publisher","DOI":"10.1186\/s13012-016-0506-3","article-title":"Implementation, context and complexity","volume":"11","author":"May","journal-title":"Implement Sci"},{"issue":"3","key":"R49","doi-asserted-by":"publisher","first-page":"442","DOI":"10.1177\/1866802X211022362","article-title":"The pandemic and the crisis of democracy in Brazil","volume":"13","author":"Avritzer","journal-title":"Journal of Politics in Latin America"},{"issue":"3","key":"R50","doi-asserted-by":"publisher","first-page":"646","DOI":"10.1111\/1468-0009.12656","article-title":"Toward a values-informed approach to complexity in health care: hermeneutic review","volume":"101","author":"Greenhalgh","journal-title":"Milbank Q"}],"container-title":["Journal of Medical Internet Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.jmir.org\/2026\/1\/e79106","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T22:26:49Z","timestamp":1785536809000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.jmir.org\/2026\/1\/e79106"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,27]]},"references-count":50,"URL":"https:\/\/doi.org\/10.2196\/79106","relation":{},"ISSN":["1438-8871"],"issn-type":[{"value":"1438-8871","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,27]]},"article-number":"v28i9e79106"}}