{"id":"W1679538007","doi":"10.32920/ryerson.14636721.v1","title":"Women in medicine: practice patterns and attitudes","year":2021,"lang":"en","type":"article","venue":"","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Toronto; Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Workload; Minor (academic); Socialization; Health care; Family medicine; Medicine; Service (business); Women Physicians; Nursing; Psychology; Political science; Social psychology; Business","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":[0.001115202,0.0001261572,0.0002074095,0.001705723,0.002342448,0.00163858,0.000582448,0.000494238,0.003080899],"category_scores_gemma":[0.00436325,0.0002063654,0.0001792047,0.002490293,0.001733702,0.0006657778,0.001085845,0.0004752829,0.0003667955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006070918,"about_ca_system_score_gemma":0.00797958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7455258,"about_ca_topic_score_gemma":0.8361962,"domain_scores_codex":[0.9986432,0.0002088883,0.00006711929,0.0001149236,0.0005851756,0.0003806841],"domain_scores_gemma":[0.9973407,0.0003781146,0.0006884058,0.0000399298,0.000462576,0.001090212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004343231,0.00003809405,0.9414246,0.00005890676,0.0000182114,0.0001917945,0.03143997,0.00003139603,0.0003326736,0.0003326455,0.001454399,0.02463393],"study_design_scores_gemma":[0.00000396466,0.00004125676,0.9608014,0.00007003456,0.000005709497,0.0002197111,0.03304084,0.00006886564,0.00003764357,0.00006254169,0.005636009,0.00001209175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885506,0.001773508,0.00005778252,0.002919178,0.00002354121,0.00001860207,0.0002243647,0.000009319545,0.006423058],"genre_scores_gemma":[0.995503,0.001687631,0.0001128781,0.000677447,0.00001916704,0.000008936553,0.0001120934,0.000004635798,0.001874038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7455258,"threshold_uncertainty_score":0.5119456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055769688918309,"score_gpt":0.3471935987819793,"score_spread":0.3066359018927962,"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."}}