{"id":"W2340515283","doi":"10.1016/j.hpb.2016.09.008","title":"The influence of fellowship training on the practice of pancreatoduodenectomy","year":2016,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Pancreatic fistula; Fistula; General surgery; Clinical Practice; Internal medicine; Surgery; Physical therapy; Pancreas","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":[0.01286616,0.0001708187,0.0002715486,0.001081005,0.001989129,0.002562818,0.001412802,0.001673606,0.009488904],"category_scores_gemma":[0.07993998,0.0001899467,0.0004814656,0.001765696,0.001546456,0.00112675,0.001891383,0.001953118,0.0005984996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005603294,"about_ca_system_score_gemma":0.0191772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0357755,"about_ca_topic_score_gemma":0.09826417,"domain_scores_codex":[0.9834933,0.00998418,0.0007020348,0.0006818142,0.001945632,0.003192965],"domain_scores_gemma":[0.8545794,0.05227457,0.02144618,0.002959571,0.01879685,0.0499434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001139479,0.0008003737,0.8566739,0.0003216477,0.000175026,0.000549836,0.0035704,0.0004053689,0.0004209367,0.003312726,0.01318318,0.119447],"study_design_scores_gemma":[0.00006088176,0.0003695662,0.980786,0.0006063747,0.00005686642,0.0002795332,0.005380319,0.0003038465,0.000112876,0.0007311434,0.01128654,0.00002592635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8688304,0.009227083,0.0003314572,0.08937842,0.001127082,0.00003655852,0.000575653,0.00001798587,0.03047536],"genre_scores_gemma":[0.9933484,0.001917109,0.0002609966,0.002471473,0.0005735661,0.00001356242,0.00008619764,0.00001603964,0.001312487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0357755,"threshold_uncertainty_score":0.07113451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06039688417609503,"score_gpt":0.3718296086771692,"score_spread":0.3114327245010742,"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."}}