{"id":"W3127282180","doi":"10.1001/jamasurg.2020.6951","title":"Intersection of Race and Gender in Surgical Training—Reply","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 Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Family medicine; Otorhinolaryngology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002161065,0.0001019427,0.0004368811,0.0002194316,0.00006834995,0.00005825203,0.0001279616,0.0004918662,0.000532209],"category_scores_gemma":[0.0005925358,0.000107312,0.0001290347,0.0002879683,0.0003294543,0.000124256,0.00006019306,0.0008083521,0.000003272232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008149178,"about_ca_system_score_gemma":0.0003176415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472193,"about_ca_topic_score_gemma":0.0001865034,"domain_scores_codex":[0.9981546,0.0004487308,0.0002334385,0.0002443071,0.0006667913,0.0002521193],"domain_scores_gemma":[0.9983996,0.001229209,0.0001187778,0.0001123738,0.00008991699,0.00005009406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001405795,0.00001164207,0.007919692,0.00009993259,0.0000285692,0.001625198,0.02331387,2.105892e-7,0.000001055939,0.00006485175,0.9551713,0.01174957],"study_design_scores_gemma":[0.0001372353,0.000005831804,0.001877139,0.000173682,0.00002170801,0.00001363198,0.01755947,8.690852e-7,0.000002929688,0.0002116735,0.9798818,0.0001140986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2799967,0.001223826,0.000008819652,0.6454346,0.003658186,0.0001509741,0.00002542295,0.00004484267,0.06945673],"genre_scores_gemma":[0.4269259,0.002069492,0.00004021915,0.5494331,0.00990763,0.00001204937,0.000259571,0.00003382465,0.01131817],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1469293,"threshold_uncertainty_score":0.5827315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09580144190883971,"score_gpt":0.2956589950571498,"score_spread":0.1998575531483101,"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."}}