{"id":"W3128366779","doi":"10.1001/jamasurg.2020.6926","title":"Intersection of Race and Gender in Surgical Training","year":2021,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.001921394,0.0001066126,0.0002460934,0.00118722,0.002595659,0.002375346,0.0005619207,0.0009163967,0.0224287],"category_scores_gemma":[0.01482345,0.0001374782,0.0004557367,0.001568921,0.001488777,0.002056915,0.002324855,0.001726163,0.001062563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002071589,"about_ca_system_score_gemma":0.003523008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03153645,"about_ca_topic_score_gemma":0.07292087,"domain_scores_codex":[0.997251,0.001272888,0.00007980023,0.0002018221,0.0003835799,0.0008109227],"domain_scores_gemma":[0.9926859,0.003005268,0.001099957,0.0001842308,0.0006930047,0.002331631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002508249,0.0002765449,0.8731875,0.00007351809,0.00006963442,0.0006374485,0.01444417,0.0001109405,0.0001310323,0.01573961,0.0315066,0.0635723],"study_design_scores_gemma":[0.00002077778,0.00009656176,0.9060929,0.0005210271,0.00003968469,0.0008645795,0.05882441,0.0003271896,0.00008259089,0.01238292,0.02071632,0.00003108009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7881978,0.003341627,0.0003913625,0.1090664,0.0009586667,0.00001481847,0.0007531116,0.00001442797,0.09726182],"genre_scores_gemma":[0.9933774,0.0007508877,0.00007607485,0.002955146,0.0002230357,0.00001434067,0.00006635961,0.00001492211,0.002521889],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03153645,"threshold_uncertainty_score":0.07503146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088721566873493,"score_gpt":0.3003578309052603,"score_spread":0.191485674217911,"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."}}