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Record W4410444739 · doi:10.1186/s12875-025-02872-4

Impact of a continuing medical education program on primary care providers - an analysis of a child psychiatry education program in Saskatchewan

2025· article· en· W4410444739 on OpenAlexafffundabout
Malin Clark, M. Guilera Sardá, Mariam Alaverdashvili, Thuy Le, Adrian Teare, James C. Barton, Peter S. Jensen, Anna Felstrom

Bibliographic record

VenueBMC Primary Care · 2025
Typearticle
Languageen
FieldPsychology
TopicChild and Adolescent Psychosocial and Emotional Development
Canadian institutionsSaskatoon City HospitalUniversity of SaskatchewanRoyal University Hospital
FundersMinistry of Health, Saskatchewan
KeywordsPrimary careContinuing medical educationMedical educationContinuing educationMedicineNursingPsychologyFamily medicinePsychiatry

Abstract

fetched live from OpenAlex

BACKGROUND: Treating children and youth with mental health problems in the primary care setting is challenging for many reasons. One barrier to care is a lack of physician knowledge of child psychiatry. Saskatchewan has implemented a 6-month course developed by the non-profit REACH Institute and adapted to Canada (CanREACH), focused on teaching and implementing evidence-based child psychiatric diagnostic and treatment methods into primary care. Our study focused on determining this program's impact on primary care providers (PCPs) and patients. METHODS: To determine the impact of CanREACH, we assessed the knowledge and skills gained by PCPs and determined whether these were retained over time. To evaluate systemic impact, we examined if the pre-training and post-training referrals to an outpatient child psychiatry clinic were impacted for PCPs who had taken the course. RESULTS: PCPs developed significant skills and comfort in assessing, diagnosing and treating various mental illnesses and retained this knowledge over time. PCPs who had taken the course had a significant reduction in referrals (0.9 per PCP) made to child psychiatry, as compared to those who had not taken the course (1.3 per PCP) (p < 0.05). This long-term retention of skills provides reassurance about the effectiveness of the CanREACH program. CONCLUSIONS: Education improved the capacity of primary care providers to manage child and adolescent psychiatry cases, reducing the need to refer children to psychiatry subspecialists. This ultimately improved access to outpatient child psychiatry care for Saskatchewan residents.

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)0.000
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.532
Threshold uncertainty score0.963

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
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 head0.007
GPT teacher head0.324
Teacher spread0.317 · 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 designObservational
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

Citations3
Published2025
Admission routes3
Has abstractyes

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