{"id":"W3031093704","doi":"10.7759/cureus.8368","title":"Influences for Gender Disparity in Academic Family Medicine in North American Medical Schools","year":2020,"lang":"en","type":"article","venue":"Cureus","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; Positive Living North; Vancouver General Hospital; University of British Columbia; Canadian Association of Nurses in Oncology","funders":"","keywords":"Graduation (instrument); Medicine; Ranking (information retrieval); Gender disparity; Citation; Productivity; Scopus; Matching (statistics); Index (typography); Medical education; Demography; MEDLINE; Political science; Sociology; Law; Mathematics","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":[0.001194487,0.00009194159,0.0002726181,0.00005310587,0.0001048359,0.00001272519,0.0007603303,0.0001137527,0.0001236833],"category_scores_gemma":[0.003606115,0.00008051562,0.00003044478,0.000845884,0.0007599939,0.0001812579,0.00008763841,0.00055947,0.00001574133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004462,"about_ca_system_score_gemma":0.000286084,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01054059,"about_ca_topic_score_gemma":0.03375286,"domain_scores_codex":[0.9980081,0.000133759,0.0002488185,0.0002513526,0.001004527,0.0003534809],"domain_scores_gemma":[0.9991882,0.0002130042,0.00006853863,0.00008132969,0.00005273079,0.0003961497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003383602,0.00001893598,0.9641119,0.00001768292,0.000007646076,0.00002090827,0.01864809,0.000008742225,0.00001116491,0.001653905,0.01028914,0.005178072],"study_design_scores_gemma":[0.0009361146,0.0001396541,0.8865652,0.00005416202,0.00001682146,2.203995e-7,0.07313457,0.0001188249,0.00000180805,0.0007136724,0.03817433,0.0001446173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607263,0.0008716664,0.0001361761,0.0337532,0.0002340912,0.0002808664,0.000009019971,0.00003990973,0.003948801],"genre_scores_gemma":[0.9853878,0.001192704,0.00007293546,0.01270881,0.0005896356,0.00001606637,0.00000925602,0.000004397586,0.00001840879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07754666,"threshold_uncertainty_score":0.9960483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244656427135956,"score_gpt":0.3871277110064265,"score_spread":0.2626620682928309,"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."}}