{"id":"W2082595784","doi":"10.1016/j.jamcollsurg.2003.07.015","title":"“And Doctor, no residents please!”","year":2003,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Hospital for Sick Children","funders":"","keywords":"Medicine; Family medicine; General surgery","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":[0.001623064,0.000479867,0.0005449054,0.0007704973,0.005565619,0.003515991,0.0008106314,0.003770483,0.2894103],"category_scores_gemma":[0.01297227,0.0004422436,0.0005328381,0.0006854427,0.0008650199,0.003336013,0.00293685,0.00492402,0.1981597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211888,"about_ca_system_score_gemma":0.004143785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004601215,"about_ca_topic_score_gemma":0.02237618,"domain_scores_codex":[0.9984406,0.0004132569,0.00009877855,0.0001670664,0.0005765288,0.0003038285],"domain_scores_gemma":[0.9908381,0.0006130257,0.0003082314,0.0002670727,0.003668825,0.004304607],"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":[0.000004979155,0.000009281887,0.0002040404,0.000008502477,6.030523e-7,0.00003400264,0.00005027158,0.000002586887,0.00001443706,0.0002221056,0.9915924,0.007856816],"study_design_scores_gemma":[0.000009348331,0.00001433362,0.0008638133,0.00006539547,0.000001870171,0.0002628225,0.0006369315,0.000009280643,0.00003851815,0.0003178108,0.997771,0.000008879974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002174326,0.004195892,0.0007761976,0.5976132,0.07528844,0.0001425327,0.001202107,0.0007255243,0.3178818],"genre_scores_gemma":[0.007578993,0.003298213,0.001217287,0.2647741,0.00974634,0.0001495524,0.0004418654,0.0002354659,0.7125583],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2894103,"threshold_uncertainty_score":0.9681739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342631086535096,"score_gpt":0.2393733260765757,"score_spread":0.2259470152112247,"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."}}