{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005045883,0.0001916625,0.0005885718,0.0001938825,0.00004421014,0.00001067543,0.000273683,0.0000556714,0.0009107542],"category_scores_gemma":[0.0003768016,0.0001122221,0.0001228419,0.0001434604,0.0001014895,0.000157876,0.00007930189,0.0003413016,0.00001081192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002119045,"about_ca_system_score_gemma":0.0001393044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005809696,"about_ca_topic_score_gemma":0.00003057221,"domain_scores_codex":[0.9981403,0.00007873654,0.0007756454,0.0002039873,0.000593191,0.0002081704],"domain_scores_gemma":[0.9981433,0.0001151024,0.0006851048,0.0004112477,0.0002982555,0.0003469863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00383092,0.002600216,0.6657461,0.00005368248,0.004485019,0.01035561,0.0009710111,0.0001223056,0.01561435,0.0002074497,0.1965254,0.09948801],"study_design_scores_gemma":[0.02359787,0.02305062,0.7153456,0.004316845,0.006722222,0.0442101,0.001759163,0.01019658,0.00973012,0.0005720211,0.1600016,0.0004972258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805025,0.0078073,0.001419442,0.004893718,0.001449778,0.0001667829,0.00001673975,0.00000856686,0.003735165],"genre_scores_gemma":[0.9782824,0.006001208,0.006657642,0.001757316,0.005623193,0.000001689875,0.00002006722,0.00002398177,0.001632533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09899078,"threshold_uncertainty_score":0.997212,"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."}}