{"id":"W3014754353","doi":"10.1093/jalm/jfaa008","title":"Simple Laboratory Test-Based Risk Scores in Coronary Catheterization: Development, Validation, and Comparison to Conventional Risk Factors","year":2020,"lang":"en","type":"article","venue":"The Journal of Applied Laboratory Medicine","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Foothills Medical Centre; Alberta Health Services; University of Calgary; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"Alberta Precision Laboratories; M.S.I. Foundation","keywords":"Medicine; Red blood cell distribution width; Mean corpuscular hemoglobin concentration; Mean corpuscular volume; Cohort; Internal medicine; Logistic regression; Renal function; Mean corpuscular hemoglobin; Cohort study; Hemoglobin","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0115851,0.001114002,0.0005432164,0.001986626,0.0002877681,0.001273908,0.001229344,0.0006772071,0.0008043756],"category_scores_gemma":[0.0193237,0.0002282917,0.0007449303,0.001542558,0.0008425299,0.0004327458,0.0008870634,0.0008524562,0.0003030208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667311,"about_ca_system_score_gemma":0.003212704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01977514,"about_ca_topic_score_gemma":0.03754172,"domain_scores_codex":[0.9959962,0.001556999,0.0002510136,0.0004505579,0.001522951,0.0002222394],"domain_scores_gemma":[0.9877174,0.003520223,0.00382499,0.0008525198,0.003305223,0.000779701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006385163,0.000170138,0.9723246,0.00008387094,0.0003041536,0.00004846371,0.0001137916,0.002776923,0.0005363526,0.0002197315,0.0007829887,0.0220005],"study_design_scores_gemma":[0.0001597261,0.0009583391,0.9740331,0.00007406823,0.0002065354,0.0001782488,0.0001106325,0.02187802,0.000810108,0.0005088152,0.001048918,0.00003343917],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9780825,0.001226978,0.01705468,0.000250568,0.00008371927,0.0003838759,0.001206126,0.0001478595,0.001563637],"genre_scores_gemma":[0.9838334,0.0002698156,0.01425339,0.0000752628,0.00005319468,0.0001384675,0.001086578,0.00002032354,0.0002696699],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01977514,"threshold_uncertainty_score":0.06126863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03389707747737182,"score_gpt":0.3168063463159533,"score_spread":0.2829092688385815,"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."}}