{"id":"W2737420799","doi":"10.2215/cjn.05940617","title":"Reconfiguring Health Care Delivery to Improve AKI Outcomes","year":2017,"lang":"en","type":"letter","venue":"Clinical Journal of the American Society of Nephrology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Intensive care medicine; Standardization; Electronic health record; MEDLINE; Health care; Health records; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004705419,0.0007177934,0.0004813255,0.0009192094,0.0005370959,0.003296055,0.001660621,0.001312937,0.01093449],"category_scores_gemma":[0.01352045,0.0001939824,0.0007926672,0.0007697667,0.0005098323,0.002618347,0.003581669,0.001898249,0.002177073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002521255,"about_ca_system_score_gemma":0.005017185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002731528,"about_ca_topic_score_gemma":0.003534222,"domain_scores_codex":[0.9964915,0.001559305,0.0002244326,0.0004096964,0.000609625,0.0007054829],"domain_scores_gemma":[0.9964671,0.0007876183,0.0006304809,0.000314021,0.0003893186,0.001411439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001214783,0.00448152,0.03068015,0.001602712,0.0005903813,0.000210675,0.0008676802,0.01801549,0.00332981,0.01625399,0.06543759,0.8573152],"study_design_scores_gemma":[0.00806935,0.02478829,0.226436,0.01160484,0.002080003,0.001702665,0.01006984,0.1123228,0.01123114,0.1697141,0.4214132,0.0005679157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4111231,0.04120697,0.2382707,0.1836609,0.0071242,0.005128588,0.003281565,0.0104945,0.0997095],"genre_scores_gemma":[0.884309,0.006153571,0.08123399,0.0208579,0.001823347,0.001171982,0.0008575827,0.0002529605,0.003339758],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01093449,"threshold_uncertainty_score":0.03657955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07865997678128463,"score_gpt":0.4481127666160538,"score_spread":0.3694527898347692,"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."}}