{"id":"W4405945136","doi":"10.3390/surgeries6010002","title":"Gender Diversity in Canadian Surgical Residency","year":2024,"lang":"en","type":"article","venue":"Surgeries","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"","keywords":"Obstetrics and gynaecology; Diversity (politics); Medicine; Gender diversity; Family medicine; General surgery; Management","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002134232,0.0002687274,0.000296173,0.00376453,0.00540242,0.001505063,0.001244778,0.0004760843,0.006489603],"category_scores_gemma":[0.007674824,0.000218267,0.0004515988,0.005466643,0.00151499,0.0006013098,0.002160963,0.0008818754,0.000298388],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02519521,"about_ca_system_score_gemma":0.06026797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9683478,"about_ca_topic_score_gemma":0.9805401,"domain_scores_codex":[0.9967124,0.0002010294,0.00009983371,0.0003034394,0.001660077,0.00102316],"domain_scores_gemma":[0.9931242,0.0003533656,0.001100973,0.00010981,0.00251882,0.002792726],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001020831,0.00002934308,0.9142676,0.0003021426,0.00005383832,0.0003153585,0.006885715,0.0003095045,0.0002947784,0.002037724,0.01909289,0.056309],"study_design_scores_gemma":[0.000004462684,0.00002053267,0.9782662,0.0002460656,0.00001219735,0.0002225632,0.004830095,0.0001645801,0.00006390491,0.0002153038,0.0159298,0.00002422709],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926245,0.01035198,0.000647178,0.01418655,0.0006790567,0.0001184855,0.0099207,0.00005052695,0.03780054],"genre_scores_gemma":[0.9919241,0.003785911,0.0003198811,0.0007609397,0.000103581,0.00002896115,0.001500891,0.00001416751,0.001561549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9978658,"threshold_uncertainty_score":0.1828049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06294231718889774,"score_gpt":0.3097962609271717,"score_spread":0.246853943738274,"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."}}