{"id":"W2955675213","doi":"10.1097/ta.0000000000002412","title":"Development and validation of a clinical risk calculator for mortality after colectomy for fulminant Clostridium difficile colitis","year":2019,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre Hospitalier Universitaire de Sherbrooke; Jewish General Hospital","funders":"","keywords":"Medicine; Clostridium Difficile Colitis; Colectomy; Clostridium difficile; Receiver operating characteristic; Calculator; Cohort; Internal medicine; Surgery; Intensive care medicine; Disease; Ulcerative colitis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006177124,0.0007020115,0.0007476485,0.002927645,0.0003786404,0.001261623,0.0007795614,0.0005130189,0.0008713764],"category_scores_gemma":[0.02266475,0.0002395391,0.0006345995,0.001244161,0.0002176324,0.0004444526,0.0006572489,0.0005703309,0.000352406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001284508,"about_ca_system_score_gemma":0.002356857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009568659,"about_ca_topic_score_gemma":0.01175459,"domain_scores_codex":[0.9976894,0.0007829503,0.0003263712,0.0003062143,0.0007902588,0.0001048631],"domain_scores_gemma":[0.9852281,0.005749623,0.00310164,0.0005572563,0.004943675,0.0004197592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004730616,0.0002393659,0.9424195,0.00006355443,0.0002033571,0.0000509255,0.00006826215,0.00598243,0.0007021654,0.0001660502,0.002059094,0.04757226],"study_design_scores_gemma":[0.000222681,0.001024546,0.8075439,0.0001536,0.0003586242,0.0005273611,0.0001833942,0.1819789,0.003451048,0.0003893304,0.004103242,0.00006327432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395059,0.0009124013,0.0499769,0.00045771,0.00007860456,0.001177531,0.003091547,0.001463536,0.003335693],"genre_scores_gemma":[0.9389117,0.0002362536,0.05634627,0.0001275753,0.0000462049,0.0005393054,0.003336522,0.00005282753,0.0004033068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009568659,"threshold_uncertainty_score":0.03266817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0450096185974844,"score_gpt":0.3947079790550884,"score_spread":0.3496983604576039,"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."}}