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Record W4416947018 · doi:10.1080/09638237.2025.2595617

“I felt like that was a safe place to go”: a qualitative study of help-seeking experiences for early psychosis in primary care

2025· article· en· W4416947018 on OpenAlexafffund
Rebecca Rodrigues, Candice Madakadze, Jordan Edwards, Richard Booth, Suzanne Archie, Lena Palaniyappan, Sarah Chan, Katalin Nagy, Kelly K. Anderson

Bibliographic record

VenueJournal of Mental Health · 2025
Typearticle
Languageen
FieldMedicine
TopicSchizophrenia research and treatment
Canadian institutionsRegional Municipality of NiagaraUniversity of OttawaMcGill UniversityDouglas Mental Health University InstituteMcMaster UniversityWestern University
FundersCanadian Institutes of Health Research
KeywordsEarly psychosisPrimary careQualitative researchPsychological interventionPsychosisMental healthMental health carePrimary health care

Abstract

fetched live from OpenAlex

BACKGROUND: Contacts with primary care for early psychosis are common, and there is a need for further insight into help-seeking patterns. AIMS: We sought to describe the help-seeking experiences in primary care for people with early psychosis and their caregivers. METHODS: Using a qualitative descriptive approach, we recruited 22 clients with first-episode psychosis and 13 caregivers from seven specialized clinics to participate in a semi-structured interview. Interviews were audio recorded, transcribed, and coded thematically using conventional content analysis. RESULTS: Help-seeking experiences in primary care were varied. We identified themes describing client- and caregiver-level challenges and supports: impaired mental state, help-seeking decisions and support, and conflicting cultural beliefs and values (between clients and physicians). We also identified physician-level challenges and supports: physician knowledge (perceived as adequate or inadequate), follow-up (close or lack thereof), and supportive relationship with the client and/or caregiver. Finally, we identified health system-level themes: appointment availability and virtual care (described as insufficient). CONCLUSIONS: Interventions to increase help-seeking for early psychosis more broadly may facilitate earlier primary care help-seeking. Primary care physician education, closer follow-up of young people with mental health issues, timely access, and in-person care could improve pathways to care in early psychosis.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.053
Threshold uncertainty score0.344

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.051
GPT teacher head0.448
Teacher spread0.396 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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 routes2
Has abstractyes

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