{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006818192,0.00004713581,0.0001091269,0.00008358538,0.0001080985,0.00001313465,0.0002435042,0.0001161791,0.000516471],"category_scores_gemma":[0.0001983237,0.00005431712,0.00002458042,0.0004005349,0.0001520399,0.0001950758,0.00003786595,0.0002631787,0.00003239105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004243158,"about_ca_system_score_gemma":0.001208819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7329272,"about_ca_topic_score_gemma":0.912233,"domain_scores_codex":[0.999111,0.0001038482,0.00008078132,0.0001207752,0.0002617692,0.000321826],"domain_scores_gemma":[0.9994932,0.00008111316,0.00001687002,0.00004597573,0.00001850666,0.0003443091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005189139,0.00000474748,0.9392219,0.000009146535,0.00000323171,0.0001450756,0.0378742,0.000008909079,7.497093e-7,0.00605139,0.01613417,0.0005413428],"study_design_scores_gemma":[0.0002410005,0.000009784818,0.375827,0.00003664895,0.0000117364,3.497793e-7,0.2473195,0.00004162217,0.000001557401,0.0004522527,0.3758782,0.0001802254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.922888,0.0007918802,0.000003605078,0.01154596,0.0003067912,0.00007542405,0.00001150539,0.0000225901,0.06435426],"genre_scores_gemma":[0.9962689,0.0005473967,0.000003920568,0.002734523,0.0001507226,5.999174e-7,0.000006507629,0.000002263419,0.000285174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5633948,"threshold_uncertainty_score":0.5654995,"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."}}