{"id":"W3046186008","doi":"10.1001/jamasurg.2020.2436","title":"Training of Male and Female Surgical Residents","year":2020,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001269869,0.0003617378,0.0002403182,0.0006377344,0.003958478,0.001238462,0.0006337306,0.003270532,0.08033705],"category_scores_gemma":[0.006565805,0.0003089186,0.0003855428,0.0003025609,0.0008390749,0.001760022,0.002458489,0.003291592,0.01710155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00181838,"about_ca_system_score_gemma":0.004799434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004815953,"about_ca_topic_score_gemma":0.02013964,"domain_scores_codex":[0.9985251,0.0002122592,0.00007385509,0.0001451153,0.0003433498,0.0007004664],"domain_scores_gemma":[0.9931254,0.0004254196,0.0002280417,0.00012009,0.000790395,0.005310616],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005611468,0.0002058084,0.014765,0.00006750452,0.00000542116,0.005262046,0.0009564623,0.00008227402,0.0005819406,0.001152979,0.9215521,0.05531253],"study_design_scores_gemma":[0.00005601946,0.0003979031,0.05677605,0.0006068125,0.00001046832,0.0339965,0.01088861,0.0004648761,0.0004288203,0.003288651,0.8930296,0.0000555444],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.06025736,0.002855007,0.0009881943,0.6126288,0.02720249,0.0002499813,0.0003433224,0.0002548276,0.2952201],"genre_scores_gemma":[0.3073298,0.004107657,0.002465798,0.3782454,0.01347905,0.0003768884,0.0002586986,0.0001697121,0.293567],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9987301,"threshold_uncertainty_score":0.2687542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09490619816121078,"score_gpt":0.2956628578659852,"score_spread":0.2007566597047745,"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."}}