{"id":"W4321377873","doi":"10.1097/sla.0000000000005826","title":"Feasibility and Safety of a “Shared Care” Model in Complex Hepatopancreatobiliary Surgery","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Medical Protective Association; University of Toronto; University of Ottawa","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Pancreatectomy; Patient safety; General surgery; Academic institution; Emergency medicine; Surgery; Health care","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":[0.04609473,0.0003631948,0.0003694609,0.0007748858,0.001199303,0.003129045,0.001667662,0.001025405,0.001846175],"category_scores_gemma":[0.1347439,0.0002710572,0.001026141,0.0006573125,0.002362733,0.003917964,0.005701205,0.001230886,0.0002106542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004199222,"about_ca_system_score_gemma":0.01121158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002744295,"about_ca_topic_score_gemma":0.002967621,"domain_scores_codex":[0.9564177,0.02981731,0.002696666,0.001962751,0.006836134,0.002269376],"domain_scores_gemma":[0.9047474,0.03991443,0.02593919,0.01087631,0.008316764,0.01020589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005160821,0.002842037,0.828563,0.0005313805,0.0005630392,0.0004434199,0.003905762,0.01080057,0.0008167528,0.004324605,0.001870873,0.1401778],"study_design_scores_gemma":[0.001870131,0.04890046,0.7920284,0.001428101,0.0003787423,0.001521546,0.01712964,0.1126845,0.002916051,0.01085812,0.01007857,0.0002058246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911485,0.0002101822,0.004696458,0.001942072,0.00008143498,0.0004063812,0.0001117553,0.00004454284,0.001358815],"genre_scores_gemma":[0.9973785,0.00004797491,0.002076544,0.0001470177,0.00002946665,0.0001852156,0.00006661406,0.000003444351,0.00006530831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04609473,"threshold_uncertainty_score":0.2437751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5289988328577938,"score_gpt":0.4381088036426009,"score_spread":0.0908900292151929,"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."}}