{"id":"W3110977657","doi":"10.1016/j.jsurg.2020.11.016","title":"Exploring the Impact of the Surgical Exploration and Discovery (SEAD) Program on Medical Students’ Perceptions of Gender Biases in Surgery: A Mixed-Method Evaluation","year":2020,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health; University of Ottawa Skills and Simulation Centre; Ottawa Hospital; University of Ottawa","funders":"University of Ottawa","keywords":"Perception; Medical education; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.05394961,0.0007527812,0.001369119,0.001047573,0.002576064,0.003155759,0.001645604,0.001358464,0.003749887],"category_scores_gemma":[0.09174693,0.001008208,0.002125749,0.0007970534,0.002359285,0.002633404,0.003345153,0.002082256,0.0004850291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003155377,"about_ca_system_score_gemma":0.01012517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002940883,"about_ca_topic_score_gemma":0.008918773,"domain_scores_codex":[0.9724604,0.01697269,0.002647499,0.001566764,0.004998755,0.001353801],"domain_scores_gemma":[0.8822808,0.08546234,0.01307106,0.004718627,0.009321332,0.005145787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.03100691,0.08718605,0.4058843,0.005088103,0.002356381,0.0003792246,0.1303137,0.0009914553,0.003932014,0.00220741,0.002999354,0.3276552],"study_design_scores_gemma":[0.009332189,0.1736006,0.6300545,0.003455523,0.00318532,0.0003356438,0.1528932,0.002872772,0.007976499,0.002731584,0.01296195,0.0006001852],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973896,0.0001579768,0.0004331576,0.0002071554,0.00006349674,0.000896231,0.00009476419,0.000007581868,0.0007500472],"genre_scores_gemma":[0.9869214,0.0004138953,0.005517884,0.0005445955,0.00007259592,0.005159957,0.0001309013,0.0000142964,0.001224508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05394961,"threshold_uncertainty_score":0.2853162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2589543150729178,"score_gpt":0.4690147699179522,"score_spread":0.2100604548450343,"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."}}