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Record W4414303651 · doi:10.1016/j.jsurg.2025.103698

Navigating the Path to Surgery: A Systematic Review of Early Surgical Exposure Programs for Preclerkship Medical Students in North America

2025· review· en· W4414303651 on OpenAlexaffabout
Taylor Morganstein, Tarek Benzouak, Ammar Saed Aldien, Evan G. Wong

Bibliographic record

VenueJournal of surgical education · 2025
Typereview
Languageen
FieldMedicine
TopicSurgical Simulation and Training
Canadian institutionsMcGill UniversityMcGill University Health Centre
Fundersnot available
KeywordsWorkforceCurriculumCareer pathPath (computing)Professional developmentMedical knowledgeWorkforce developmentMEDLINE

Abstract

fetched live from OpenAlex

OBJECTIVE: To review the structure, outcomes, and impact of early surgical exposure programs for preclerkship medical students in North America, and to evaluate their role in influencing specialty choice, surgical skill development, and professional engagement. DESIGN: Systematic review conducted according to PRISMA guidelines, with a preregistered protocol (PROSPERO: CRD42024588099). Data were synthesized narratively due to heterogeneity in study designs and outcomes. SETTING: Studies were conducted primarily at single institutions across the United States and Canada, typically within academic medical centers offering undergraduate medical education. PARTICIPANTS: Fourteen studies met inclusion criteria, comprising preclerkship medical students enrolled in accredited North American medical schools. Inclusion required programs to be at least 2 days in duration and contain a minimum of 2 educational components (e.g., mentorship, operating room shadowing, procedural skills training, or simulation). RESULTS: Participation in early surgical exposure programs was associated with increased interest in surgical careers (8/12 studies), improved perceptions of surgery, and greater preparedness and performance during surgical clerkships. Mentorship emerged as a key factor influencing professional engagement. Technical competence and confidence improved across multiple surgical skills (e.g., suturing, knot-tying, OR familiarity). Students consistently reported high satisfaction with the early surgical exposure programs, especially when engaged in hands-on activities. CONCLUSIONS: Early surgical exposure programs offer educational and professional benefits, including enhanced surgical interest, skill development, and mentorship. These findings support broader integration of such programs into undergraduate curricula to inform career decision-making and address workforce needs in surgery.

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)0.006
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.519
Threshold uncertainty score0.831

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0060.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0050.002
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.061
GPT teacher head0.434
Teacher spread0.373 · 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 designSystematic review
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

Citations5
Published2025
Admission routes2
Has abstractyes

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