{"id":"W1493504797","doi":"10.1046/j.1525-1497.2001.016008519.x","title":"Risk adjustment using administrative data","year":2001,"lang":"en","type":"article","venue":"Journal of General Internal Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Medical diagnosis; Myocardial infarction; Coronary artery disease; Disease; Complication; Heart failure; Emergency medicine; Retrospective cohort study; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01638306,0.001304813,0.001416783,0.002708655,0.0007159082,0.002565386,0.002825387,0.0009412016,0.01011848],"category_scores_gemma":[0.05947112,0.0009995527,0.004791378,0.004950494,0.0002731502,0.0009857218,0.001439392,0.003181998,0.002497766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009756999,"about_ca_system_score_gemma":0.003208746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02654342,"about_ca_topic_score_gemma":0.01285456,"domain_scores_codex":[0.9750137,0.01519306,0.002610891,0.003234814,0.002337735,0.001609854],"domain_scores_gemma":[0.9741218,0.01269107,0.004304881,0.00592323,0.002371354,0.0005877267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004415111,0.0004879718,0.8582305,0.0005503638,0.0148101,0.0005768783,0.0003341847,0.008077488,0.0007581035,0.005150519,0.04305021,0.0635587],"study_design_scores_gemma":[0.001403788,0.0008920808,0.8375986,0.0001876149,0.006868487,0.00108784,0.0005540236,0.08636277,0.003306234,0.007489033,0.05407913,0.0001702836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.673287,0.005067117,0.1938169,0.008560702,0.002518191,0.002062863,0.09343011,0.00370756,0.01754963],"genre_scores_gemma":[0.9161242,0.0007315519,0.03274242,0.0009206342,0.0005908444,0.0009629352,0.03673535,0.0004579004,0.01073408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02654342,"threshold_uncertainty_score":0.08664292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3554349161028051,"score_gpt":0.4749098351526245,"score_spread":0.1194749190498193,"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."}}