{"id":"W2993307808","doi":"10.1186/s13037-019-0219-z","title":"Standardization of early drain removal following pancreatic resection: proposal of the “Ottawa pancreatic drain algorithm”","year":2019,"lang":"en","type":"article","venue":"Patient Safety in Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Pancreatic fistula; Surgery; Pancreaticoduodenectomy; Retrospective cohort study; Pancreatectomy; Incidence (geometry); Subgroup analysis; Statistical significance; Pancreas; Resection; Algorithm; Internal medicine; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002232437,0.0002012245,0.001146431,0.0003238264,0.00008399455,0.000006826498,0.0001292026,0.0001782726,0.0002313247],"category_scores_gemma":[0.001394029,0.0001451294,0.0003677162,0.000970861,0.0001929068,0.0001209301,0.00008780277,0.0003054774,0.00001554591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003150639,"about_ca_system_score_gemma":0.001086354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004401495,"about_ca_topic_score_gemma":0.00004115326,"domain_scores_codex":[0.9963177,0.0006981451,0.001197251,0.0003260142,0.001044996,0.0004158211],"domain_scores_gemma":[0.9970251,0.001581475,0.000432482,0.0006144199,0.0002481769,0.00009836468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001032658,0.0002740162,0.9866288,0.0004095594,0.0002240048,0.00004615388,0.00143348,0.00009364657,0.00237868,0.0001770099,0.0002100534,0.007091948],"study_design_scores_gemma":[0.003091607,0.001348607,0.9804206,0.002873679,0.000363637,0.00008098609,0.001084693,0.003223452,0.005403981,0.0007970046,0.001013064,0.0002986894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897934,0.0002640217,0.001646808,0.0004488067,0.0005320931,0.00148707,0.00003615265,0.00002240674,0.005769222],"genre_scores_gemma":[0.9960391,0.00007016556,0.003010387,0.0000505305,0.00005688541,0.00004297996,0.0000397546,0.00003055907,0.0006596353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006793259,"threshold_uncertainty_score":0.5918204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519356283407392,"score_gpt":0.2852070056232829,"score_spread":0.270013442789209,"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."}}