{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007722944,0.00006474281,0.0003547511,0.00003109862,0.0000977064,0.000005832431,0.00007537702,0.00005265554,0.0000966673],"category_scores_gemma":[0.002360378,0.0000395035,0.0001435338,0.0001680136,0.0002209854,0.00002657504,0.00004028323,0.0001699843,0.00009362662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004029574,"about_ca_system_score_gemma":0.0002423263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001205364,"about_ca_topic_score_gemma":0.000005805741,"domain_scores_codex":[0.9990975,0.000081603,0.000249336,0.0001165704,0.0002299925,0.0002250101],"domain_scores_gemma":[0.9978573,0.001518333,0.00009624399,0.0002067639,0.0001531968,0.0001681263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002611676,0.00003906374,0.8144399,0.00005571781,0.0001203706,0.00005114177,0.0001428436,2.49962e-7,0.0001123708,0.00008824504,0.1736442,0.01104475],"study_design_scores_gemma":[0.0002322201,0.000172474,0.9333915,0.00007104312,0.0000722835,0.00001468484,0.0001627759,0.0001886168,0.002022643,0.0003793948,0.06322017,0.00007225799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588712,0.002048762,0.00002280675,0.03431008,0.00005218554,0.0001273696,0.00002199627,0.00001902232,0.00452653],"genre_scores_gemma":[0.9922398,0.004867748,0.00003350663,0.00216449,0.0001638884,0.000009612096,0.00001761362,0.00000843235,0.0004948668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1189515,"threshold_uncertainty_score":0.2825764,"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."}}