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Record W4416192911 · doi:10.1186/s40900-025-00802-3

The perspectives of people with lived experience, families, and researchers with the manuscript writing process in mental health and substance use research: a qualitative study

2025· article· en· W4416192911 on OpenAlexafffundabout
Natasha Y. Sheikhan, Kerry Kuluski, Melissa Hiebert, Charlotte Munro, Vivien Cappe, Mary Rose van Kesteren, Sean A. Kidd, Lisa D. Hawke

Bibliographic record

VenueResearch Involvement and Engagement · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicAcademic Writing and Publishing
Canadian institutionsTrillium Health CentreUniversity of TorontoInstitute for Work & HealthCentre for Addiction and Mental Health
FundersCanadian Institutes of Health Research
KeywordsQualitative researchMental healthSubstance useProcess (computing)Lived experienceSubstance misuseNarrative

Abstract

fetched live from OpenAlex

BACKGROUND: Engaging people with lived experience and their families (PWLE/F) as partners in mental health and substance use research can have a positive impact. One way to understand this engagement process and its impact is by reporting on it in peer-reviewed papers. However, little is known about the experiences of PWLE/F and researchers regarding the reporting of engagement activities in peer-reviewed papers and navigating the writing process for such publications. METHODS: This qualitative descriptive study aimed to explore the experiences of PWLE/F and researchers with the writing process for engagement in mental health and substance use research. Separate from participants, PWLE/F were engaged in all phases of the study as partners during the research process. Interviews were conducted with 13 PWLE/F and 12 researchers across Canada via Zoom. Interviews were analyzed using reflexive thematic analysis. RESULTS: Three themes captured the experiences of PWLE/F: navigating uncharted territories, the disclosure dilemma, and paving the way for meaningful co-authorship. Four themes represented the experiences of researchers: prioritizing informed co-authorship, frustrations with reporting on engagement, navigating how and when to report on engagement, and finding clarity amidst ambiguity. CONCLUSIONS: This study sheds light on the complex experiences of PWLE/F and researchers with the writing process for engagement-focused papers. Overall findings indicate a need for clear guidance for both researchers and PWLE/F involved in mental health and substance use research projects, particularly around what to report on and how to meaningfully collaborate in peer-reviewed papers.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.020
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.002
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.407
GPT teacher head0.459
Teacher spread0.053 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

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