{"id":"W4214911646","doi":"10.1503/cjs.001520","title":"Prevention of postoperative pancreatic fistula after pancreatectomy: results of a Canadian RAND/UCLA appropriateness expert panel","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université Laval; University of Ottawa; McGill University; University of British Columbia","funders":"","keywords":"Medicine; Pancreatic fistula; Appropriateness criteria; Distal pancreatectomy; Pancreatectomy; General surgery; Radiology; Pancreas; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.04080522,0.0004801805,0.000541367,0.002428056,0.002352226,0.002251221,0.001325493,0.001219215,0.001268558],"category_scores_gemma":[0.05405214,0.0002569886,0.001207365,0.002513025,0.0006303408,0.0005070321,0.002001173,0.0009439542,0.000264536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01110222,"about_ca_system_score_gemma":0.03014201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5523556,"about_ca_topic_score_gemma":0.6501014,"domain_scores_codex":[0.9777805,0.007498408,0.002073492,0.001162675,0.009706876,0.001777944],"domain_scores_gemma":[0.9235436,0.01349897,0.006662522,0.001834038,0.04847326,0.005987687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001118563,0.0002710514,0.7313076,0.001344366,0.0008132666,0.0003900627,0.004121215,0.003032507,0.0009301713,0.0008548241,0.1071325,0.148684],"study_design_scores_gemma":[0.0002504474,0.0002461527,0.9093646,0.001911169,0.000600752,0.000244036,0.003078411,0.004524201,0.0006415656,0.0003140473,0.07862575,0.000199003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7342904,0.0263089,0.007501687,0.04470736,0.001056319,0.004973467,0.01980947,0.0001956274,0.1611569],"genre_scores_gemma":[0.9624082,0.007456987,0.01155532,0.006829887,0.0003346708,0.001049078,0.008077464,0.0000640061,0.00222436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5523556,"threshold_uncertainty_score":0.9005612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08169454924982336,"score_gpt":0.2993224069796565,"score_spread":0.2176278577298331,"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."}}