{"id":"W2344252348","doi":"10.1016/j.jss.2016.04.042","title":"Humanitarian skill set acquisition trends among graduating US surgical residents, 2004-2014","year":2016,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Global Health and Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Specialty; Graduate medical education; Medicine; Accreditation; Resource (disambiguation); Medical education; Curriculum; Work (physics); Orthopedic surgery; Case mix index; General surgery; Surgery; Family medicine; Nursing; Psychology; Engineering","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":[0.0003533084,0.0002230813,0.0001765466,0.001532205,0.0004851997,0.0005119511,0.0006014391,0.0003963518,0.002715488],"category_scores_gemma":[0.001741612,0.0001997668,0.0003526093,0.001752305,0.0002670815,0.000701302,0.000968112,0.0006069246,0.0006473791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009901673,"about_ca_system_score_gemma":0.00168025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08863101,"about_ca_topic_score_gemma":0.1782946,"domain_scores_codex":[0.9996592,0.00002181933,0.00004308345,0.00005628731,0.00006635291,0.0001532504],"domain_scores_gemma":[0.998519,0.00007235871,0.0005614791,0.0000259361,0.0003853749,0.0004357942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004236047,0.00005806058,0.9938915,0.00002528781,0.00001840721,0.00003199268,0.0003187776,0.00009614585,0.0001089361,0.00002830845,0.001417584,0.003962639],"study_design_scores_gemma":[0.000001038676,0.00004451286,0.9977987,0.00001564664,0.000003819394,0.00004873313,0.001355281,0.00007305482,0.00004350002,0.000008613525,0.0006043672,0.000002658941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945441,0.0001449423,0.00005955549,0.0002126839,0.00001456281,0.00001187829,0.003829182,0.00001207675,0.001170977],"genre_scores_gemma":[0.9933428,0.0002887476,0.0001033931,0.0001028144,0.00001264981,0.00003055697,0.00405374,0.000004391188,0.002060947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08863101,"threshold_uncertainty_score":0.1762303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07910276118088998,"score_gpt":0.4300506958073995,"score_spread":0.3509479346265095,"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."}}