{"id":"W4212893373","doi":"10.7759/cureus.22535","title":"Sticky Floor, Broken Ladder, and Glass Ceiling in Academic Obstetrics and Gynecology in the United States and Canada","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of Saskatchewan; McMaster University; Queen's University","funders":"","keywords":"Obstetrics and gynaecology; Medicine; Scopus; Glass ceiling; Family medicine; Christian ministry; Demography; MEDLINE; Pregnancy; Political science","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":[0.0008879534,0.00004542167,0.00008431596,0.00006635713,0.0002993225,0.00002085174,0.0002452144,0.00004475686,0.00003695655],"category_scores_gemma":[0.001598697,0.00004036219,0.0000033732,0.0003520676,0.0001806892,0.00004833573,0.0001894832,0.0003210605,1.079886e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001419499,"about_ca_system_score_gemma":0.0001825779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7459271,"about_ca_topic_score_gemma":0.8537908,"domain_scores_codex":[0.9991171,0.0002373651,0.00008041126,0.0001132062,0.0002755404,0.0001763539],"domain_scores_gemma":[0.9984179,0.001431958,0.00002440365,0.00005753882,0.00001683638,0.000051418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001988767,0.0000414401,0.8226466,0.00003646624,0.00001932203,0.0002421245,0.1513021,0.0002732375,0.00001571058,0.00481171,0.0124299,0.00816155],"study_design_scores_gemma":[0.0008850724,0.000080559,0.1224512,0.00001042963,0.00002188071,0.000003928374,0.648707,0.00049373,0.000001731253,0.001874436,0.2253426,0.0001274036],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921541,0.00318989,7.084432e-7,0.003628748,0.0002926216,0.0001060008,0.00001669557,0.000004998991,0.0006061855],"genre_scores_gemma":[0.9941528,0.003898468,0.000008955381,0.001798066,0.00002217229,0.000004304221,0.0000114361,0.000001988628,0.0001018214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7001953,"threshold_uncertainty_score":0.2557648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02769834091310029,"score_gpt":0.2752918206253265,"score_spread":0.2475934797122262,"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."}}