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Record W4385408653 · doi:10.33137/utmj.v100i2.40384

Introduction of a Patient as Teacher Program into family medicine residency: an exploratory pilot study

2023· article· en· W4385408653 on OpenAlexaffvenue
Muna Alkhaifi, Emily Peircell, Stephanie Mooney, Adam Clayton, Jory S. Simpson

Bibliographic record

VenueUniversity of Toronto Medical Journal · 2023
Typearticle
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsSt. Michael's HospitalHealth Sciences CentreUniversity of TorontoSunnybrook Health Science Centre
Fundersnot available
KeywordsExploratory researchFamily medicineMedical educationResidency trainingMedicinePsychologySociology

Abstract

fetched live from OpenAlex

Background: Family medicine residents should be prepared to address the psychosocial issues that breast cancer survivors may experience. Objectives: Our study aimed to implement a patient-centred approach model into the family medicine residency program and evaluate the impact of such a program on residents. Methods: An interactive virtual session (75 minutes), was integrated into the academic half-day of the family medicine residency program at St. Michael’s Hospital. The session was led by a cancer survivor and her partner. They discussed how illness has impacted their lives and reflect on their experiences with the health care system. The session was facilitated by a trained facilitator in health care. A qualitative approach was used to evaluate the impact of this program. Two focus groups for residents was conducted to evaluate the delivery mode, recommendations and impact of the proposed program. The focus group discussions were recorded, transcribed and thematically analyzed. Results: This program has had positive influences on residents by improving therapeutic relationships and enhancing the residents' understanding of the experience of illness. This program allowed residents to appreciate the importance of understating patients’ perspectives and values. Additionally, adding the partner perspective to the program was appreciated and valued by residents. Conclusions: Based on the school’s specific curriculum, this program can be integrated into the residents’ academic activities. This can improve important competencies for family medicine residents including confidence in communication and increased empathy. Family medicine residency programs wishing to enhance such humanism skills by family physicians might consider this model.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.443
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0080.000

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 head0.065
GPT teacher head0.407
Teacher spread0.342 · 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 designNot applicable
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

Citations1
Published2023
Admission routes2
Has abstractyes

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