Depression Detectives: A methodology for online co-created research Article Swipe
Sophia Collins
,
Christine Kupfer
,
Stephanie Organ
,
Melissa Lewins
,
Andrew M. McIntosh
,
Iona Beange
·
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.21203/rs.3.rs-7661516/v1
YOU?
·
· 2025
· Open Access
·
· DOI: https://doi.org/10.21203/rs.3.rs-7661516/v1
Background: Incorporating lived experiences into research is claimed to enhance depth, relevance, real-world applicability and equity. However, data scientists have been slower to adopt this approach than other health fields. The "Depression Detectives" (DD) project aimed to bridge this gap by connecting Big Data researchers with individuals who have lived experience of depression. Depression is both a significant global health issue and a deeply personal experience. Feelings of isolation often drive people to seek information and support online, making this project’s digital presence particularly relevant. Methods: Building on research methods developed in Parenting Science Gang, we conducted a co-creation project within a private Facebook group from February to September 2021. Seventy individuals with depression and thirty data science researchers participated in discussions and chose a research question. Together, they designed and implemented a survey and focus group discussions exploring health-seeking behaviours and under-reporting of depressive episodes to GPs. Concurrently, a PhD student analysed UK Biobank data for discrepancies in depression reporting. Results: In the UK Biobank, 67% of individuals whose questionnaire responses indicated depression had no GP record of it. Similarly, 84% of DD participants reported visiting their GP for half or fewer of their depressive episodes. Key barriers included stigma, dissatisfaction with healthcare, and a preference for non-medical interventions such as private counselling, mindfulness, and exercise. These alternatives were perceived as addressing the root causes of depression. Participants described the research process as rewarding and empowering, noting it broadened their understanding both of depression and their own experiences. Researchers valued the insights gained, but found the process demanding. Conclusions: This project demonstrates the value of incorporating lived experiences into mental health research through co-creation. Lived experience participants contributed unique perspectives that differed from those of university researchers. By combining these insights with big data analysis, the project generated findings that better reflect real-life experiences, enhancing their applicability to personalised mental health care. Participants found the process to be 'quasi-therapeutic’ and advocated for healthcare systems to adopt diverse, holistic treatments for depression. These findings support inclusive policy development and underscore the importance of epistemic justice and democrative knowledge production.
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- https://www.researchsquare.com/article/rs-7661516/latest.pdf
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- 25
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https://openalex.org/W4415591641Canonical identifier for this work in OpenAlex
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https://doi.org/10.21203/rs.3.rs-7661516/v1Digital Object Identifier
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Depression Detectives: A methodology for online co-created researchWork title
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articleOpenAlex work type
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2025Year of publication
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2025-10-27Full publication date if available
- Authors
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Sophia Collins, Christine Kupfer, Stephanie Organ, Melissa Lewins, Andrew M. McIntosh, Iona BeangeList of authors in order
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https://doi.org/10.21203/rs.3.rs-7661516/v1Publisher landing page
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https://www.researchsquare.com/article/rs-7661516/latest.pdfDirect link to full text PDF
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goldOpen access status per OpenAlex
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0Total citation count in OpenAlex
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25Number of works referenced by this work
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| abstract_inverted_index.Detectives" | 33 |
| abstract_inverted_index.Researchers | 250 |
| abstract_inverted_index.co-creation | 99 |
| abstract_inverted_index.contributed | 279 |
| abstract_inverted_index.democrative | 347 |
| abstract_inverted_index.depression. | 53, 228, 332 |
| abstract_inverted_index.development | 338 |
| abstract_inverted_index.discussions | 122, 138 |
| abstract_inverted_index.empowering, | 237 |
| abstract_inverted_index.experience. | 66 |
| abstract_inverted_index.experiences | 4, 269 |
| abstract_inverted_index.healthcare, | 204 |
| abstract_inverted_index.implemented | 132 |
| abstract_inverted_index.individuals | 47, 112, 169 |
| abstract_inverted_index.information | 75 |
| abstract_inverted_index.non-medical | 209 |
| abstract_inverted_index.production. | 349 |
| abstract_inverted_index.project’s | 81 |
| abstract_inverted_index.researchers | 45, 119 |
| abstract_inverted_index.significant | 58 |
| abstract_inverted_index.Participants | 229, 314 |
| abstract_inverted_index.alternatives | 219 |
| abstract_inverted_index.co-creation. | 275 |
| abstract_inverted_index.counselling, | 214 |
| abstract_inverted_index.demonstrates | 263 |
| abstract_inverted_index.experiences, | 305 |
| abstract_inverted_index.experiences. | 249 |
| abstract_inverted_index.mindfulness, | 215 |
| abstract_inverted_index.participants | 185, 278 |
| abstract_inverted_index.participated | 120 |
| abstract_inverted_index.particularly | 84 |
| abstract_inverted_index.personalised | 310 |
| abstract_inverted_index.perspectives | 281 |
| abstract_inverted_index.researchers. | 288 |
| abstract_inverted_index.Concurrently, | 149 |
| abstract_inverted_index.Incorporating | 2 |
| abstract_inverted_index.applicability | 14, 308 |
| abstract_inverted_index.discrepancies | 158 |
| abstract_inverted_index.incorporating | 267 |
| abstract_inverted_index.interventions | 210 |
| abstract_inverted_index.questionnaire | 171 |
| abstract_inverted_index.understanding | 242 |
| abstract_inverted_index.health-seeking | 140 |
| abstract_inverted_index.dissatisfaction | 202 |
| abstract_inverted_index.under-reporting | 143 |
| abstract_inverted_index.'quasi-therapeutic’ | 320 |
| abstract_inverted_index.<bold>Methods:</bold> | 86 |
| abstract_inverted_index.<bold>Results:</bold> | 162 |
| abstract_inverted_index.<title>Abstract</title> | 0 |
| abstract_inverted_index.<bold>Background:</bold> | 1 |
| abstract_inverted_index.<bold>Conclusions:</bold> | 260 |
| cited_by_percentile_year | |
| countries_distinct_count | 2 |
| institutions_distinct_count | 6 |
| citation_normalized_percentile.value | 0.71345673 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | True |