{"id":"W3184407815","doi":"10.1177/15533506211031453","title":"Weight Loss Following Hepatopancreatobiliary Surgery. How Much is Too Much? A Retrospective Cohort Study","year":2021,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University Medical Centre; McMaster University","funders":"","keywords":"Medicine; Retrospective cohort study; Surgery; General surgery; Weight loss; Obesity; Internal medicine","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":[0.001596395,0.0003759015,0.0006097456,0.0009070176,0.0007794763,0.00106852,0.0004643896,0.0005357068,0.001045443],"category_scores_gemma":[0.002238593,0.0006108598,0.0009249446,0.001864633,0.0004619985,0.001049907,0.0006637536,0.0007136355,0.0002493961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004650488,"about_ca_system_score_gemma":0.0005771861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005365191,"about_ca_topic_score_gemma":0.005822385,"domain_scores_codex":[0.99902,0.0001744859,0.0001915786,0.0003119007,0.0001559312,0.0001461183],"domain_scores_gemma":[0.9976634,0.0002938773,0.001214238,0.000290906,0.0001969444,0.0003406625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001021392,0.00001901823,0.9991315,0.00001204953,0.00006905781,0.00009034511,0.00006161876,0.000008832505,0.00005709205,0.00001001793,0.00006293322,0.0003754493],"study_design_scores_gemma":[0.00002349757,0.0002054158,0.9977581,0.00002391134,0.0001185416,0.0008296312,0.0005074482,0.0001414889,0.00003960995,0.00002476017,0.0003163139,0.0000114885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986155,0.0006249393,0.0001130654,0.00004027439,0.00001288517,0.00002144173,0.0003754561,0.000002517455,0.0001939507],"genre_scores_gemma":[0.9991333,0.0002578358,0.00007570734,0.00004923685,0.00001708823,0.0000223228,0.0003792395,0.000002880135,0.00006240626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005365191,"threshold_uncertainty_score":0.01066792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03675864668962982,"score_gpt":0.3425277211963587,"score_spread":0.3057690745067289,"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."}}