{"id":"W4248781141","doi":"10.1016/j.pan.2021.05.283","title":"Clinical and economic validation of grade B postoperative pancreatic fistula subclassification","year":2021,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Logistic regression; Stepwise regression; Pancreatic fistula; Cohort; Internal medicine; Injury Severity Score; Prospective cohort study; Cohort study; Surgery; Emergency medicine; Poison control; Injury prevention; Pancreas","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001890205,0.000129928,0.000635442,0.00006114841,0.00005533018,0.000004742447,0.00003078839,0.0001865602,0.0001298024],"category_scores_gemma":[0.0002000933,0.0001177654,0.0000879885,0.00006402292,0.0003317695,0.00004797546,0.00002822489,0.0001257847,0.00004891216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003704375,"about_ca_system_score_gemma":0.0001873638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007011797,"about_ca_topic_score_gemma":0.00003537509,"domain_scores_codex":[0.9986718,0.0003170778,0.0004409711,0.0003596505,0.00005483497,0.0001556827],"domain_scores_gemma":[0.9990788,0.0003077515,0.0001325275,0.0002998173,0.00008749379,0.00009361969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001247744,0.0002032021,0.9845535,0.00003464913,0.0002324152,0.0001917473,0.0001336975,9.21083e-7,0.004032765,0.008860772,0.0001421276,0.001489451],"study_design_scores_gemma":[0.00238759,0.0004011223,0.9408575,0.00004683392,0.0006475445,0.001883406,0.0001215591,0.00008953743,0.051768,0.0008540014,0.0008399711,0.0001029893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926017,0.001555772,0.0001818239,0.001929352,0.0001378766,0.000208045,0.00002574943,0.00002720983,0.003332491],"genre_scores_gemma":[0.994956,0.001466474,0.002510262,0.0001892856,0.00004628155,0.00003644008,0.000211628,0.00001154283,0.0005721388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04773523,"threshold_uncertainty_score":0.4802335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.038953831954194,"score_gpt":0.3398790909137572,"score_spread":0.3009252589595632,"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."}}