MétaCan
Menu
Back to cohort
Record W4389686117 · doi:10.1001/jamasurg.2023.6392

Medical Students’ Perspectives on Family Planning and Impact on Specialty Choice

2023· article· en· W4389686117 on OpenAlexaffabout
E. Shirin Dason, Madalina Maxim, Dionne Gesink, Michelle Yee, Crystal Chan, Nancy N. Baxter, Heather Shapiro, Andrea N. Simpson

Bibliographic record

VenueJAMA Surgery · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicDiversity and Career in Medicine
Canadian institutionsSt. Michael's HospitalMcGill UniversityPublic Health OntarioUniversity of TorontoMount Sinai Hospital
Fundersnot available
KeywordsSpecialtyThematic analysisMedicineFamily medicineMedical educationQualitative researchNursing

Abstract

fetched live from OpenAlex

Importance: Physicians are known to delay childbearing compared with nonphysicians and to experience higher rates of age-related pregnancy complications. Delay of childbearing is more pronounced in surgical specialties, and family planning and building goals may influence specialty choice. Objective: To assess medical students' perspectives on the development of family planning goals and the timing of family building within a medical career to elucidate how these perceptions impact their choice of specialty. Design, Setting, and Participants: This qualitative study included fourth-year medical students at the University of Toronto Temerty Faculty of Medicine, Toronto, Ontario, Canada, and was conducted between May and August 2021. Participants were purposively sampled to maximize diversity of gender and specialty choice. Interviews were conducted via videoconferencing software that were recorded, transcribed verbatim, and verified for accuracy. Thematic analysis was completed independently by 2 researchers and consensus on final themes was reached through discussion among study investigators. Data were analyzed between September and December 2021. Main Outcomes and Measures: Participants were asked to share their perceptions of personal family planning goals, support currently in place, family planning education in medicine and factors contributing to their choice of specialty and program. Thematic analysis was completed. Results: A total of 34 fourth-year medical students (median [range] age, 26 [24-33] years; 23 females [67.6%]) were interviewed. Four main themes were identified: (1) there is no ideal time to family build in a medical career, (2) family planning is a taboo topic, (3) surgical specialties offer less support for family building, and (4) residents who have children are perceived to place a burden on their colleagues. Medical students considered their family planning while deliberating among specialty choices and their experiences were highly influential in shaping their specialty selection. Conclusions and Relevance: Results of this qualitative study suggest that medical students perceive that family building during training may have unfavorable implications for team dynamics and relationships with colleagues, and these perceptions may affect specialty choice and family planning goals. Integration of family planning discussions and support for family building into medical curricula is needed along with efforts to improve culture by supporting team dynamics and workload when students take parental leave.

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.233
Threshold uncertainty score0.411

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.054
GPT teacher head0.374
Teacher spread0.321 · 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 designObservational
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

Citations31
Published2023
Admission routes2
Has abstractyes

Explore more

Same venueJAMA SurgerySame topicDiversity and Career in MedicineFrench-language works237,207