{"id":"W4206082576","doi":"10.1097/sla.0000000000004068","title":"The Fistula Risk Score Catalog","year":2020,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Odds ratio; Pancreatic fistula; Framingham Risk Score; Odds; Risk assessment; Relative risk; Confidence interval; Internal medicine; Logistic regression; Computer science","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":[0.003040797,0.0008346834,0.0006627634,0.01157594,0.0005987452,0.002412361,0.000678119,0.0006748668,0.03195847],"category_scores_gemma":[0.02662554,0.0002244619,0.000987242,0.006352527,0.0003828485,0.001866084,0.002687192,0.0009999194,0.009894041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007365706,"about_ca_system_score_gemma":0.001907675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165615,"about_ca_topic_score_gemma":0.001837304,"domain_scores_codex":[0.9972059,0.0005242933,0.0006129058,0.0003101126,0.00107232,0.000274518],"domain_scores_gemma":[0.9922658,0.002325684,0.001860165,0.0006612729,0.002082867,0.0008040947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005453271,0.0001677906,0.5100779,0.0003455013,0.0001879792,0.0004203085,0.0002407179,0.002834306,0.0002566793,0.008230236,0.1458798,0.3308134],"study_design_scores_gemma":[0.0002656243,0.0005118953,0.5620643,0.001073164,0.0002688436,0.006734146,0.0009585954,0.01174351,0.0009354203,0.02608077,0.3891712,0.0001924875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4211612,0.005698598,0.06319587,0.007049148,0.001415065,0.002686034,0.2757294,0.00627786,0.2167868],"genre_scores_gemma":[0.7055187,0.003613631,0.073952,0.001277806,0.001056966,0.002259554,0.188536,0.0008661181,0.02291931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03195847,"threshold_uncertainty_score":0.1069117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.359761777972732,"score_gpt":0.4115568976888844,"score_spread":0.05179511971615247,"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."}}