{"id":"W2164235784","doi":"10.1016/j.jcrc.2005.11.011","title":"Adjustment of intensive care unit outcomes for severity of illness and comorbidity scores","year":2006,"lang":"en","type":"article","venue":"Journal of Critical Care","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Comorbidity; Medicine; Intensive care unit; Severity of illness; APACHE II; Emergency medicine; Population; Intensive care; Illness severity; Intensive care medicine; Internal medicine","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":[0.00005645915,0.0001036089,0.0005445288,0.00007251901,0.00003119642,0.000004789304,0.00004238126,0.00005943636,0.00006721092],"category_scores_gemma":[0.0009868224,0.00007025232,0.0002060153,0.00004494298,0.0001749786,0.00004446134,0.0000235016,0.00009291928,1.970132e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006381309,"about_ca_system_score_gemma":0.00007947518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001329662,"about_ca_topic_score_gemma":0.00005857651,"domain_scores_codex":[0.9991055,0.00002788837,0.0004012669,0.00008413761,0.0002643317,0.0001169009],"domain_scores_gemma":[0.9946867,0.0004891948,0.0001266526,0.0001044606,0.004494192,0.00009881692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004541913,0.0006276879,0.9817607,0.003333613,0.0001572786,0.0001230592,0.002373845,0.000005177238,0.0001954358,0.002134344,0.003655217,0.005179447],"study_design_scores_gemma":[0.002441307,0.001481138,0.9496369,0.0003575808,0.000818427,0.00007517635,0.03162894,0.000003350333,0.01262132,0.0005144002,0.0003454445,0.00007604674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916767,0.005987241,0.00003452696,0.001369247,0.000195203,0.0002011359,0.0003904758,0.000002854399,0.0001425794],"genre_scores_gemma":[0.9986817,0.00003100117,0.0007959371,0.0003406346,0.0001007197,0.000006971782,0.00002797811,0.000008682669,0.000006431404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03212383,"threshold_uncertainty_score":0.2864807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0909211194914244,"score_gpt":0.4008970745137693,"score_spread":0.3099759550223449,"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."}}