{"id":"W4390646760","doi":"10.1016/j.jogc.2024.102350","title":"Gender and Racial Diversity Among Obstetrics and Gynecology Departments and Gynecologic Oncology Divisions in Canada: Are We There Yet?","year":2024,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; McMaster University","funders":"","keywords":"Medicine; Gynecologic oncology; Obstetrics and gynaecology; Gynecology; Diversity (politics); Obstetrics; MEDLINE; Family medicine; Oncology; Pregnancy","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002243552,0.000423968,0.0008223331,0.002419407,0.007960526,0.003472602,0.002445148,0.001615816,0.005780112],"category_scores_gemma":[0.007280367,0.0006668901,0.0009810101,0.007023605,0.003392892,0.001780192,0.002777806,0.003033721,0.0002875852],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03641889,"about_ca_system_score_gemma":0.09918321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9934639,"about_ca_topic_score_gemma":0.9969761,"domain_scores_codex":[0.9956151,0.0003520115,0.000234263,0.0004337582,0.0009560314,0.002408763],"domain_scores_gemma":[0.9883263,0.0006241405,0.001527363,0.0001779665,0.003178922,0.00616522],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006050057,0.00006848197,0.9754187,0.00009290181,0.00009879052,0.00009012805,0.007366603,0.00005907711,0.0001212531,0.001063785,0.005463281,0.01009643],"study_design_scores_gemma":[0.00001140147,0.00002367,0.958541,0.0003880312,0.00005384285,0.000068109,0.03696391,0.0001435887,0.0000498558,0.0003623816,0.003349615,0.00004464197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504285,0.008124883,0.0002657445,0.03051001,0.0004011517,0.00006672911,0.003319234,0.00002091736,0.006862766],"genre_scores_gemma":[0.9934326,0.002270136,0.0002281427,0.002533285,0.00006809593,0.00002327941,0.0004732543,0.00001195934,0.0009591555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9977564,"threshold_uncertainty_score":0.2642388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03308604295268711,"score_gpt":0.2637039543662839,"score_spread":0.2306179114135967,"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."}}