{"id":"W2331373379","doi":"10.1097/sla.0000000000001096","title":"Training in Hepatopancreatobiliary Surgery","year":2015,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Calgary","funders":"American Society of Transplant Surgeons; American Society of Transplantation","keywords":"Medicine; Workforce; Certification; Family medicine; General surgery; Management","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":[0.002015569,0.000120773,0.00008227365,0.0005361655,0.000594056,0.0005478567,0.0003521405,0.0002586564,0.00774694],"category_scores_gemma":[0.005549912,0.0001204432,0.0001206423,0.000600721,0.0003852254,0.0004688764,0.00102989,0.0003288171,0.001119446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009881157,"about_ca_system_score_gemma":0.00574678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005218527,"about_ca_topic_score_gemma":0.01537353,"domain_scores_codex":[0.9988021,0.0003305375,0.00009531742,0.00006556603,0.0003746745,0.0003317403],"domain_scores_gemma":[0.9924268,0.0008545695,0.002722826,0.0001159131,0.001170034,0.002709862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005727898,0.0003394839,0.929673,0.0004122653,0.00001287241,0.0002545559,0.002051122,0.0003214384,0.001213641,0.0001960759,0.009092042,0.05637611],"study_design_scores_gemma":[0.000008253814,0.0003309231,0.9820235,0.0002428191,0.000005751549,0.0004563696,0.003323107,0.0002235361,0.0002134333,0.0000860818,0.01308143,0.000004606227],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9785043,0.001084444,0.0004166779,0.00473185,0.0001220389,0.000122176,0.0004554346,0.00002652338,0.01453651],"genre_scores_gemma":[0.9912781,0.002016645,0.001515071,0.001428921,0.0001294841,0.0001279534,0.0005375614,0.000008167147,0.002958168],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00774694,"threshold_uncertainty_score":0.0259161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6413763622090148,"score_gpt":0.4474142861229221,"score_spread":0.1939620760860927,"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."}}