{"id":"W2334369563","doi":"10.1186/s40697-016-0108-7","title":"Validation of Administrative Database Codes for Acute Kidney Injury in Kidney Transplant Recipients","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Kidney Health and Disease","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Institute for Clinical Evaluative Sciences; Ottawa Hospital; University of Ottawa; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Acute kidney injury; Diagnosis code; Creatinine; Population; Kidney disease; Internal medicine; Retrospective cohort study; Nephrology; Kidney transplantation; Cohort; Intensive care medicine; Kidney; Emergency medicine","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":[0.009816387,0.0003770715,0.0004530313,0.002597254,0.0006486461,0.0012098,0.001273365,0.0003857851,0.0005518711],"category_scores_gemma":[0.04156399,0.0003176499,0.0006273632,0.002269856,0.0006857279,0.0004143929,0.001171774,0.0004667172,0.0001866161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002548363,"about_ca_system_score_gemma":0.00305549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06038348,"about_ca_topic_score_gemma":0.06232503,"domain_scores_codex":[0.9898487,0.003162666,0.001599884,0.0008293482,0.003765036,0.000794543],"domain_scores_gemma":[0.953432,0.01176429,0.0203086,0.003803252,0.009448374,0.001243477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004591094,0.00001056816,0.9987854,0.00001504861,0.00002779527,0.00001149777,0.00006190779,0.00006214565,0.00005882816,0.00001601739,0.0001238719,0.0007809834],"study_design_scores_gemma":[0.000009985345,0.00002971678,0.9984496,0.00002685478,0.00002769528,0.00008382119,0.0001130279,0.0007290649,0.0002131104,0.00002243701,0.0002903619,0.000004252531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955273,0.0002825745,0.0006924373,0.0001147663,0.00002307801,0.0001134031,0.002256476,0.00001830125,0.0009716991],"genre_scores_gemma":[0.9970812,0.00007913494,0.0005591989,0.00005052363,0.00001279759,0.00005792739,0.002087721,0.000003272107,0.00006812419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06038348,"threshold_uncertainty_score":0.1200641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05209678245030414,"score_gpt":0.3845348002373082,"score_spread":0.332438017787004,"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."}}