{"id":"W2005749476","doi":"10.1001/archsurg.140.3.250","title":"A Major Challenge for Graduate Medical Education","year":2005,"lang":"en","type":"article","venue":"Archives of Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Medical education; Graduate medical education; General surgery; Accreditation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02513044,0.001454554,0.001339628,0.00183114,0.009176678,0.01240216,0.003664206,0.01485043,0.09053642],"category_scores_gemma":[0.04853505,0.0007863723,0.001287114,0.00171859,0.005877003,0.008788475,0.01738594,0.02411914,0.04522578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006527918,"about_ca_system_score_gemma":0.03328437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001939767,"about_ca_topic_score_gemma":0.004352423,"domain_scores_codex":[0.9825058,0.004413579,0.0008363324,0.002143982,0.007738632,0.002361598],"domain_scores_gemma":[0.9270133,0.009596164,0.002075547,0.005393507,0.01442107,0.0415005],"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":[0.00002803851,0.0002059813,0.001042717,0.0003082431,0.00001505214,0.0001325094,0.0007545449,0.0001126696,0.0001874975,0.04095139,0.8557828,0.1004786],"study_design_scores_gemma":[0.00002714053,0.0001492275,0.00157132,0.0008344016,0.000005861893,0.0002890942,0.002050066,0.0001063277,0.00008413579,0.04211937,0.9527437,0.00001942769],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00127814,0.009638458,0.0033601,0.9253005,0.02203626,0.000131716,0.0002085853,0.000310643,0.03773555],"genre_scores_gemma":[0.05988111,0.03027011,0.04227272,0.5730313,0.07262512,0.0009240329,0.001785543,0.0006721591,0.2185379],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09053642,"threshold_uncertainty_score":0.3028745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06018606913922255,"score_gpt":0.3561620392981012,"score_spread":0.2959759701588787,"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."}}