{"id":"W1971077090","doi":"10.1001/jama.291.5.635","title":"Career Satisfaction in Female Physicians","year":2004,"lang":"en","type":"article","venue":"JAMA","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Sign (mathematics); Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002483883,0.00002719204,0.00004918735,0.00003028503,0.0001077899,0.00003117162,0.00009286444,0.0000470751,0.00010059],"category_scores_gemma":[0.00006147944,0.00002908403,0.00001855868,0.0001658512,0.00008174907,0.0001666168,0.00001351303,0.00007912649,0.00008759583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304703,"about_ca_system_score_gemma":0.00004730998,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01882571,"about_ca_topic_score_gemma":0.02929006,"domain_scores_codex":[0.9994432,0.00002585147,0.00004057215,0.00007087584,0.0002976116,0.0001219414],"domain_scores_gemma":[0.9998636,0.00001369837,0.00001443475,0.00005010493,0.000029839,0.00002834379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002401592,0.00008771682,0.3202173,0.00001515916,0.00001338968,0.00007848234,0.1880692,0.0003425614,0.0003193847,0.06181448,0.007533178,0.4214852],"study_design_scores_gemma":[0.001218676,0.00003862448,0.808405,0.00006545264,0.000009486887,3.453612e-7,0.128527,0.00000138153,0.0001679535,0.00478902,0.05666798,0.0001091002],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9117924,0.00002823942,0.0000493112,0.005690899,0.0003061782,0.00005569806,0.000001767393,0.00002708923,0.08204843],"genre_scores_gemma":[0.9979302,0.00002904961,0.00006445043,0.001056214,0.000280673,0.000001527951,0.000001458111,0.000001703907,0.0006347182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4881877,"threshold_uncertainty_score":0.9884229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02745086213200373,"score_gpt":0.2788788357731977,"score_spread":0.251427973641194,"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."}}