{"id":"W3092005729","doi":"10.1038/s41598-020-73558-3","title":"Survival prediction of patients with sepsis from age, sex, and septic episode number alone","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Krembil Foundation","funders":"","keywords":"Sepsis; Medicine; Intensive care medicine; Internal medicine; Bioinformatics; Biology","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":[0.001721131,0.0008061788,0.0006825995,0.001550041,0.000201987,0.0008756087,0.000350708,0.0005858523,0.000664026],"category_scores_gemma":[0.007210665,0.0001357655,0.0008469647,0.0007582346,0.0001268192,0.0004065617,0.0005242482,0.0008930596,0.0004359802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334252,"about_ca_system_score_gemma":0.0004545124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002819116,"about_ca_topic_score_gemma":0.002723387,"domain_scores_codex":[0.9994343,0.000187905,0.00007199766,0.0001331127,0.00009369208,0.00007905284],"domain_scores_gemma":[0.9960537,0.002147395,0.0005812475,0.0003343852,0.0005198446,0.0003634285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005908153,0.0001137516,0.9644806,0.00003850587,0.0001389535,0.0001677837,0.00005477841,0.008791117,0.0008361084,0.00004915816,0.001243917,0.02349453],"study_design_scores_gemma":[0.00005453892,0.0006663758,0.781881,0.00007880387,0.0002341826,0.0008304426,0.0002723208,0.2095453,0.003565455,0.0008448864,0.001964009,0.00006258835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903495,0.0006429026,0.004830261,0.0003077772,0.00008928921,0.00002736021,0.002955012,0.000133818,0.0006641099],"genre_scores_gemma":[0.9933548,0.0001932234,0.002484384,0.00003797493,0.00005340573,0.00001481664,0.003678295,0.000009276649,0.0001738401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002819116,"threshold_uncertainty_score":0.009102285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04107931090186064,"score_gpt":0.2745080350836759,"score_spread":0.2334287241818153,"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."}}