{"id":"W4412561436","doi":"10.1016/j.jsurg.2025.103621","title":"Returning to Surgical Residency After Maternity Leave: Exploring Challenges and Shining a Light on the Motherhood Advantage","year":2025,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Western University","funders":"Department of Surgery; Western University","keywords":"Maternity care; Maternity leave; Medical education; Residency training; Patient care; Nursing; Medicine; Family medicine; Psychology; Pregnancy; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009928404,0.0005041324,0.0004765665,0.0007210899,0.01772994,0.006294896,0.002049886,0.002023046,0.003637407],"category_scores_gemma":[0.01144024,0.0004001811,0.000439317,0.0008517738,0.01114206,0.00485149,0.007845947,0.004075244,0.0004012088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01011147,"about_ca_system_score_gemma":0.03442101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08736029,"about_ca_topic_score_gemma":0.246716,"domain_scores_codex":[0.9939819,0.003121431,0.00009129121,0.0002131363,0.0006329781,0.001959274],"domain_scores_gemma":[0.9939064,0.002679587,0.000693269,0.0001435843,0.0006740491,0.001903111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005193132,0.00004561435,0.01212358,0.000308479,0.0000103839,0.002235549,0.9510866,0.00004129313,0.0005419884,0.003741693,0.004513716,0.02529918],"study_design_scores_gemma":[0.000001818233,0.00003425622,0.003823785,0.0002210159,0.000003986987,0.0002929756,0.982979,0.00001652902,0.00008096952,0.0004390738,0.01209889,0.000007685881],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9108573,0.007685036,0.001411232,0.06076602,0.0006658462,0.000080772,0.00008145365,0.00003155442,0.01842087],"genre_scores_gemma":[0.9853565,0.005513344,0.001168426,0.003752973,0.00009723611,0.00005613427,0.00004160282,0.00002271625,0.00399104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08736029,"threshold_uncertainty_score":0.1737036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04733088226494152,"score_gpt":0.3315253104490604,"score_spread":0.2841944281841188,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}