{"id":"W2944514328","doi":"10.7759/cureus.4628","title":"Gender Disparity in Academic Neurosurgery","year":2019,"lang":"en","type":"article","venue":"Cureus","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Association of Nurses in Oncology; Vancouver General Hospital","funders":"","keywords":"Medicine; Graduate medical education; Neurosurgery; Accreditation; Medical education; Scopus; Family medicine; Service (business); Gender disparity; MEDLINE; Gender gap; Demography; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001646325,0.0001335761,0.0003510379,0.003686592,0.001170137,0.001233093,0.000464782,0.0002823491,0.007236826],"category_scores_gemma":[0.01021671,0.00008654321,0.0002243909,0.005902174,0.0007611629,0.0009075168,0.0009423349,0.000336467,0.0005707771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002000096,"about_ca_system_score_gemma":0.003311442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05935607,"about_ca_topic_score_gemma":0.07797281,"domain_scores_codex":[0.9978325,0.000340073,0.0001873617,0.0002823124,0.0007693672,0.0005884037],"domain_scores_gemma":[0.995572,0.001082512,0.001292502,0.00009957702,0.0009701893,0.0009831599],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001565701,0.0000513438,0.8924637,0.0004986256,0.00009548292,0.0006287558,0.008816068,0.0001016386,0.0002385315,0.006548338,0.01572135,0.07467954],"study_design_scores_gemma":[0.000006386097,0.00004324309,0.9590168,0.0004868992,0.00003116489,0.001004542,0.01364731,0.0001032009,0.0001133644,0.002286871,0.02324281,0.0000175174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059311,0.03225155,0.0004916982,0.01173171,0.0005198363,0.00005638114,0.006798676,0.00002426526,0.04219481],"genre_scores_gemma":[0.9907603,0.006417977,0.0001091107,0.0006804192,0.0001593836,0.00001397331,0.0007463396,0.0000106812,0.001101879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9983537,"threshold_uncertainty_score":0.1180211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07151461361319399,"score_gpt":0.3302119438453079,"score_spread":0.2586973302321139,"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."}}