{"id":"W3010304473","doi":"10.7759/cureus.7205","title":"Academic Gender Disparity in Orthopedic Surgery in Canadian Universities","year":2020,"lang":"en","type":"article","venue":"Cureus","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Orthopedic surgery; Medicine; Index (typography); Gender disparity; Academic medicine; Family medicine; Medical education; Physical therapy; Demography; Surgery","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":[0.001922269,0.0002338173,0.0003555708,0.003614859,0.004262841,0.001642957,0.0007346034,0.0003785922,0.006922649],"category_scores_gemma":[0.006568819,0.000105877,0.0003252054,0.006899289,0.001414664,0.0004915602,0.001100537,0.0003365714,0.0002000966],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01541056,"about_ca_system_score_gemma":0.02732396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8950549,"about_ca_topic_score_gemma":0.9322451,"domain_scores_codex":[0.996658,0.0002589516,0.0001349762,0.0002743512,0.001453541,0.001220195],"domain_scores_gemma":[0.9957736,0.000547467,0.001109403,0.00009382193,0.001244007,0.001231636],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007952454,0.00002697545,0.96043,0.0001480488,0.00003382834,0.0001752981,0.005398419,0.0001481403,0.000279271,0.003302752,0.003000147,0.02697759],"study_design_scores_gemma":[0.000002416393,0.00001877687,0.9893951,0.00007903475,0.00001077995,0.0001311047,0.006362666,0.0001135696,0.00006871295,0.0003412105,0.003465889,0.00001073613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690308,0.004254062,0.0003264215,0.003742379,0.0000965772,0.00003788754,0.002517755,0.00001702411,0.01997714],"genre_scores_gemma":[0.9982338,0.0006883537,0.00009716582,0.0001703114,0.00002327487,0.000005951566,0.000225587,0.0000023544,0.0005530595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9980778,"threshold_uncertainty_score":0.2111261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08366425476347542,"score_gpt":0.3033688688864157,"score_spread":0.2197046141229403,"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."}}