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Record W4291020815 · doi:10.1186/s12909-022-03673-4

Transition to practice curriculum for general internal medicine physicians: scoping review and Canadian national survey

2022· article· en· W4291020815 on OpenAlexaffabout
A. B. R. Thomson, Heather O’Halloran, Luke Wu, Stephen Gauthier, David Taylor

Bibliographic record

VenueBMC Medical Education · 2022
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsKingston General HospitalQueen's University
Fundersnot available
KeywordsSubspecialtyMentorshipCurriculumMedical educationGrounded theoryMedicineCareer PathwaysCompetence (human resources)Focus groupFamily medicineQualitative researchPsychologyPedagogySociology

Abstract

fetched live from OpenAlex

BACKGROUND: There remains a paucity of evidence for curricula for the transition to practice (TTP) stage of Competence by Design internal medicine (IM) training programs. Current entrustable professional activities are based on expert consensus rather than robust subspecialty-specific needs assessment. METHODS: A scoping review was completed to identify studies with TTP focus. A national survey was conducted to identify transition experiences for general internal medicine physicians. Results were assessed by grounded theory analysis to identify core topics for TTP curricula. RESULTS: Neither scoping review nor national survey identified TTP topics related to the CanMEDS Medical Expert role. Scoping Review: 41 relevant studies were identified. Most (97.6%) were from North America. The most common study types were observational (survey) or curriculum (13/41 31.7% for each). Only two studies were exclusively in IM, and the most common subspecialty studied was surgical (13/41, 31.7%). The most common TTP topics were mentorship, billing and coding, practice management, negotiating contract and job, and financial aspects of practice. National Survey: There were 44 respondents, with the majority (25/44, 56.8%) having completed an IM subspecialty fellowship. Most (38/44) completed medical school in Canada, and most were from academic practice settings (33/44, 75.0%). The most common TTP topics were billing and coding, personal financial planning, practice management, work-life balance and mentorship. Grounded Theory Analysis: There were six themes that encompassed all TTP topics from the scoping review and national survey, being (i) building a career, (ii) continuing professional development, (iii) expectations of the profession, (iv) practice management, (v) Life, health and well-being and (vi) clinical skills. Curriculum competencies and resources for curriculum development were provided. CONCLUSIONS: This study identifies topics critical for curricula development for IM transition to practice. Further research is required to evaluate effectiveness of curricula including topics and themes developed from this scoping review and national survey.

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)0.004
metaresearch head score (Gemma)0.036
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.139
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.036
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.037
GPT teacher head0.427
Teacher spread0.389 · 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
GenreCommentary

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

Citations7
Published2022
Admission routes2
Has abstractyes

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