{"id":"W4383066622","doi":"10.1503/cjs.022121","title":"Surgical sexism in Canada: structural bias in reimbursement of surgical care for women","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary; McGill University; University of British Columbia; Dalhousie University","funders":"","keywords":"Medicine; Reimbursement; Family medicine; Health care; Patient care; MEDLINE; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01862403,0.0002461589,0.000368316,0.002464805,0.006025283,0.002245082,0.001220262,0.0005966201,0.00243903],"category_scores_gemma":[0.04321872,0.0002323758,0.0004756022,0.004659684,0.004155946,0.0005898469,0.001882565,0.0007497329,0.0000822033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05069081,"about_ca_system_score_gemma":0.0844781,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9661289,"about_ca_topic_score_gemma":0.9736713,"domain_scores_codex":[0.9797683,0.005401274,0.0009527839,0.000973232,0.009791414,0.003112997],"domain_scores_gemma":[0.9709374,0.01014215,0.007722148,0.001227788,0.007254425,0.002716091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001278695,0.00002180285,0.945573,0.0001960038,0.00007530371,0.0001426949,0.01604268,0.0002837999,0.0002129542,0.005779008,0.004061782,0.02748309],"study_design_scores_gemma":[0.00001489739,0.00003161428,0.9690825,0.0004131538,0.00004258169,0.0001531838,0.01956189,0.0007754326,0.0002340301,0.001167515,0.008488705,0.00003461148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602905,0.002126753,0.001344065,0.0176652,0.0001095083,0.0001796479,0.0008081317,0.00001157349,0.01746456],"genre_scores_gemma":[0.9977647,0.0004485663,0.0003837266,0.0008751007,0.000015269,0.00002735818,0.00008748224,0.000004525511,0.0003931739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05069081,"threshold_uncertainty_score":0.3677893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.081661557841021,"score_gpt":0.2890663653061084,"score_spread":0.2074048074650874,"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."}}