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Record W4402193030 · doi:10.1186/s12875-024-02574-3

Enhanced train-the-trainer program for registered nurses and social workers to apply the founding principles of primary care in their practice: a pre-post study

2024· article· en· W4402193030 on OpenAlexafffund
Marie-Ève Poitras, Yves Couturier, Emmauelle Doucet, Vanessa T. Vaillancourt, Gilles Gauthier, Marie-Dominique Poirier, Sylvie Masse, Catherine Hudon, Nathalie Delli-Colli, Dominique Gagnon, Emmanuelle Careau, Arnaud Duhoux, Isabelle Gaboury, Djamal Berbiche, Ali Ben Charif, Rachelle Ashcroft, Julia Lukewich, Aline Ramond‐Roquin, Priscilla Beaupré

Bibliographic record

VenueBMC Primary Care · 2024
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversity of TorontoMemorial University of NewfoundlandQuebec Rehabilitation Research NetworkUniversité du Québec en Abitibi-TémiscamingueUniversité de MontréalUniversité LavalCentre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-JeanUniversité de Sherbrooke
FundersFonds de Recherche du Québec - Santé
KeywordsTrainerCoachingPrimary careMedical educationNursingPsychologyMedicineHealth careQualitative researchFamily medicineComputer science

Abstract

fetched live from OpenAlex

BACKGROUND: A train-the-trainer approach can effectively support the integration of new practice standards for health and social services professionals. This study describes the effects of an enhanced train-the-trainer program to support registered nurses and social workers working in primary care clinics in their understanding of the fundamental principles of primary care. METHODS: We implemented an enhanced train-the-trainer program for registered nurses and social workers in six primary care clinics. We conducted a pre-post study using quantitative and qualitative data to assess trainers' and trainees' intention, commitment, and confidence in applying acquired knowledge. RESULTS: We trained 11 trainers and 33 trainees. All the trainers and trainees were satisfied with the program. Trainers were less confident in their abilities as trainers following the training, especially regarding tailored coaching (p = 0.03). Trainees' commitment to becoming familiar with the functioning of their clinic (p = 0.05) and becoming part of the team increased significantly (p = 0.01); however, their intention to use their knowledge decreased (p = 0.02). Trainers and trainees identified organizational and professional barriers that may explain the observed decrease. CONCLUSION: An enhanced train-the-trainer program positively impacted registered nurses' and social workers' assimilation of the fundamental principles of primary care. Further research is needed to understand the long-term effects of train-the-trainer programs on primary care trainees and how these effects translate into patient care.

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 score0.111
Threshold uncertainty score0.658

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.074
GPT teacher head0.465
Teacher spread0.391 · 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

Citations6
Published2024
Admission routes2
Has abstractyes

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