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Record W4401395053 · doi:10.1097/acm.0000000000005833

Contribution of Basic Science Education to the Professional Identity Development of Medical Learners: A Critical Scoping Review

2024· article· en· W4401395053 on OpenAlexaff
Janet E. Lindsley, Emine Ercikan Abali, Elliot A. Asare, Candace J. Chow, Caden Cluff, Marisol Anglés Hernández, Susan Jamieson, Amit Kaushal, Nicole N. Woods

Bibliographic record

VenueAcademic Medicine · 2024
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsThe Wilson CentreUniversity of Toronto
Fundersnot available
KeywordsSpecialtyIdentity (music)Identification (biology)PsychologyInclusion (mineral)Medical educationProfessional developmentEngineering ethicsSociologyPedagogyMedicineSocial psychologyEngineering

Abstract

fetched live from OpenAlex

PURPOSE: Professional identity development (PID) has become an important focus of medical education. To date, contributions of basic science education to physician PID have not been broadly explored. This review explores the literature surrounding the contribution of basic science education to the PID of medical learners and interprets findings critically in terms of the landscapes of practice (LoP) framework. METHOD: In this critical scoping review, the authors searched 12 different databases and professional organization websites from January 1988 to October 2022 for references relating to how, if at all, the basic science component of medical education contributes to the PID of medical learners. The LoP learning theory was chosen as a framework for critically interpreting the identified articles. RESULTS: Of the 6,674 identified references, 257 met the inclusion criteria. After data extraction, content analysis of recorded key findings was used to ensure all findings were incorporated into the synthesis. Findings aligned with and were critically interpreted in relation to the 3 LoP modes of identification: engagement (engaging in the work of a physician), imagination (imagining oneself becoming a "good doctor"), and alignment (aligning with the practices and expectations of a medical community or specialty). Within each mode of identification, it was possible to see how basic science may support, or catalyze, PID and how basic science may serve as a barrier, or an inhibitor, to PID or contribute to the development of negative aspects of identity development. CONCLUSIONS: The LoP learning theory suggests that the effect of basic science on physicians' PID is most effective if educators view themselves as guides through interfaces between their scientific disciplines and medicine. Learners need opportunities to be engaged, to imagine how their current learning activities and developing skills will be useful as future physicians, and to feel alignment with medical specialties.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.054
metaresearch head score (Gemma)0.189
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.054
Threshold uncertainty score0.288

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0540.189
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.003
Bibliometrics0.0250.020
Science and technology studies0.0030.005
Scholarly communication0.0100.009
Open science0.0030.005
Research integrity0.0060.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.054
GPT teacher head0.511
Teacher spread0.457 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations10
Published2024
Admission routes1
Has abstractyes

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