{"id":"W2330339412","doi":"10.1503/cjs.011714","title":"Canadian practice patterns for pancreaticoduodenectomy","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Health Sciences Centre; University Health Network; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Anastomosis; Perioperative; Biliary drainage; General surgery; Surgery; Resection","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":[0.002883034,0.0002300399,0.0002483724,0.002729747,0.002450385,0.00130345,0.001438969,0.0004701983,0.005685433],"category_scores_gemma":[0.01804562,0.0002212993,0.0003991665,0.007064297,0.001028709,0.0005426161,0.001275697,0.0006086775,0.0002396425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03885829,"about_ca_system_score_gemma":0.07616082,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9726207,"about_ca_topic_score_gemma":0.9792211,"domain_scores_codex":[0.994912,0.0004892802,0.0005571417,0.0005993766,0.002662624,0.0007796215],"domain_scores_gemma":[0.9761079,0.002838854,0.006479011,0.0004854321,0.009281738,0.004807034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007471638,0.0000292388,0.9208118,0.0008406555,0.00009649259,0.0002917761,0.006110256,0.0004094926,0.0003209614,0.0018856,0.01729625,0.05183268],"study_design_scores_gemma":[0.00002015951,0.00003233558,0.9707511,0.0007259825,0.0000401347,0.0005447276,0.00675505,0.0007192596,0.0001283119,0.0003457879,0.01989899,0.00003810437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8702859,0.01728585,0.002146581,0.04275212,0.0002531658,0.0003681386,0.01363475,0.0001520298,0.05312146],"genre_scores_gemma":[0.9900424,0.004617923,0.001533436,0.001308365,0.00002178619,0.00005190367,0.001487187,0.0000145177,0.0009223576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03885829,"threshold_uncertainty_score":0.2819379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1312594511486222,"score_gpt":0.3608985652697211,"score_spread":0.2296391141210989,"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."}}