{"id":"W4294771393","doi":"10.1001/jama.2022.13382","title":"Effect of Clinical Decision Support With Audit and Feedback on Prevention of Acute Kidney Injury in Patients Undergoing Coronary Angiography","year":2022,"lang":"en","type":"article","venue":"JAMA","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Libin Cardiovascular Institute of Alberta; University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Percutaneous coronary intervention; Conventional PCI; Acute kidney injury; Randomized controlled trial; Emergency medicine; Dialysis; Angiography; Internal medicine; Intensive care medicine; Myocardial infarction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001317151,0.0001256793,0.0004803387,0.0004126489,0.00004338103,0.000004754415,0.0001135733,0.00008796275,0.000293425],"category_scores_gemma":[0.0005774521,0.00009708096,0.0001865218,0.0005443462,0.0001190952,0.0000927301,0.0002045198,0.0004121884,0.000004021333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005423183,"about_ca_system_score_gemma":0.0002869054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008939411,"about_ca_topic_score_gemma":8.113631e-7,"domain_scores_codex":[0.9978191,0.0003867865,0.0005413298,0.0002966654,0.0007639775,0.0001921385],"domain_scores_gemma":[0.9987002,0.0004596197,0.000233037,0.0003077055,0.00008995723,0.0002094771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03169784,0.0006638407,0.8500764,0.0001683212,0.0002670159,0.00003721696,0.00005319222,3.513059e-7,0.0001403969,0.000006973072,0.03136978,0.0855186],"study_design_scores_gemma":[0.01637549,0.06264234,0.918518,0.0003876936,0.0002044267,0.00001322817,0.00002249487,0.00002432763,0.001054669,0.00005379276,0.0006214612,0.00008207033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977045,0.0000116376,0.00001410646,0.0002799348,0.0001039781,0.0007974497,0.0003241324,0.00001163433,0.0007526436],"genre_scores_gemma":[0.9986024,0.00005487926,0.0005404435,0.0002695772,0.00002917421,0.00004402045,0.000315119,0.00002220857,0.000122108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08543653,"threshold_uncertainty_score":0.3958847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473189407880154,"score_gpt":0.356029044848417,"score_spread":0.3412971507696154,"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."}}