{"id":"W4307393251","doi":"10.1016/j.fertnstert.2022.08.524","title":"GENDER DISPARITY IN LEADERSHIP ROLES: HOW DOES OBSTETRICS & GYNECOLOGY COMPARE TO OTHER SPECIALITIES?","year":2022,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Obstetrics and gynaecology; Obstetrics; Gynecology; Medicine; Family medicine; Medical education; Pregnancy; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003127387,0.000174931,0.0005086169,0.002391003,0.001852208,0.002607151,0.001026,0.0011569,0.008755563],"category_scores_gemma":[0.01741824,0.0001942487,0.0005877097,0.003113226,0.00168207,0.002523658,0.002395904,0.001542736,0.0006066999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001979401,"about_ca_system_score_gemma":0.002907133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04630393,"about_ca_topic_score_gemma":0.07461036,"domain_scores_codex":[0.9965106,0.001042316,0.000187413,0.0004081229,0.0006242372,0.001227322],"domain_scores_gemma":[0.9931767,0.002000073,0.001366374,0.0001741285,0.0009538719,0.002328765],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001281588,0.00018919,0.9523347,0.0001105807,0.0001202652,0.0002799499,0.01199941,0.00004564891,0.0001379276,0.003836192,0.003529354,0.02728867],"study_design_scores_gemma":[0.000009120218,0.00005564483,0.9536272,0.0002133019,0.00002890017,0.0001693269,0.04126808,0.00006661301,0.00003626968,0.00100994,0.003502317,0.00001337173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557769,0.007192773,0.0001770609,0.02185449,0.0005810423,0.00002291409,0.0006490987,0.000006392023,0.01373932],"genre_scores_gemma":[0.9977298,0.0007817118,0.00003503195,0.000828668,0.0001217341,0.000008446582,0.0001439817,0.000006999418,0.0003436439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9968726,"threshold_uncertainty_score":0.09206879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1698899459981791,"score_gpt":0.3134318835395313,"score_spread":0.1435419375413521,"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."}}