{"id":"W1950745614","doi":"10.1111/hpb.12457","title":"The adequacy of Hepato‐Pancreato‐Biliary training: how closely do perceptions of fellows and programme directors align?","year":2015,"lang":"en","type":"article","venue":"HPB","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Demographics; Perception; Confidence interval; Medical education; Internal medicine; Psychology","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":[0.0004230408,0.00009468493,0.0002658058,0.00004299101,0.00005301671,0.00001664387,0.00005037728,0.00005311195,0.00003947534],"category_scores_gemma":[0.0003477378,0.00006027142,0.00008702101,0.0001650006,0.00022768,0.00004171206,0.00001977554,0.00009557752,0.000002410253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001572685,"about_ca_system_score_gemma":0.0000716052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004975878,"about_ca_topic_score_gemma":0.0000173969,"domain_scores_codex":[0.9991602,0.00006806698,0.0002079587,0.0001414021,0.0002394898,0.0001829394],"domain_scores_gemma":[0.9991383,0.0002848693,0.00008133121,0.0001797664,0.0001096964,0.0002060525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003366306,0.0002382073,0.3616869,0.00006356843,0.0001510329,0.00002498309,0.01472889,0.00000754652,0.0009787674,0.001302044,0.0003256408,0.6201558],"study_design_scores_gemma":[0.01617955,0.001602537,0.6422087,0.000485735,0.000630076,0.0001131113,0.0671633,0.01156369,0.0008592245,0.0008651214,0.2577643,0.0005646871],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927423,0.0004149827,0.00004883943,0.0003591235,0.00006814331,0.0002582599,0.000004613842,0.00004349712,0.006060231],"genre_scores_gemma":[0.9985127,0.00006037557,0.0008081984,0.00004809628,0.00006866976,0.00001249141,0.00001453208,0.00001307628,0.0004618936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6195911,"threshold_uncertainty_score":0.2457797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08979696282621516,"score_gpt":0.3179049632458349,"score_spread":0.2281080004196198,"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."}}