{"id":"W1978006907","doi":"10.1503/cjs.024011","title":"Surgical culture in transition: gender matters and generation counts","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Schulich School of Medicine and Dentistry; Schulich School of Medicine and Dentistry, Western University","keywords":"Medicine; Perception; Balance (ability); Maternity leave; Nursing; Psychology; Sick leave","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000388535,0.00001977087,0.00005718385,0.00007877704,0.00006673636,0.0000408705,0.00003300326,0.00003509158,0.001365614],"category_scores_gemma":[0.00001539676,0.00001790847,0.0000191439,0.00006332663,0.00007562539,0.0001351818,6.583055e-7,0.00006083994,0.00001095049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000450081,"about_ca_system_score_gemma":0.0002818486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614549,"about_ca_topic_score_gemma":0.006179984,"domain_scores_codex":[0.999665,0.00003734625,0.00006861718,0.00002528953,0.0001215663,0.0000821621],"domain_scores_gemma":[0.9996989,0.00001900545,0.00001986854,0.00001325248,0.00005686861,0.0001920738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001662757,0.000003716083,0.03980918,0.00000649512,0.000009818114,0.0004308215,0.01370334,0.000005505207,0.00001170193,0.0006478427,0.9398412,0.005528774],"study_design_scores_gemma":[0.0002086062,0.000008598592,0.02485728,0.00005624479,0.00001325565,0.0000848992,0.01741978,0.00001083183,0.000005854698,0.0004576026,0.9567735,0.0001035626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700013,0.001083486,0.00001397595,0.01536744,0.0008335123,0.0000349594,0.000003321106,0.000001706326,0.01266025],"genre_scores_gemma":[0.9975351,0.0001730447,0.00001109967,0.001655734,0.0003222623,1.797322e-7,0.000001553557,0.000001119221,0.0002999213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02753375,"threshold_uncertainty_score":0.9995473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06103729611148709,"score_gpt":0.2471424309551112,"score_spread":0.1861051348436241,"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."}}