{"id":"W3081402784","doi":"10.1016/j.jacc.2020.06.070","title":"Contemporary Management of Severe Acute Kidney Injury and Refractory Cardiorenal Syndrome","year":2020,"lang":"en","type":"review","venue":"Journal of the American College of Cardiology","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":133,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"National Institutes of Health","keywords":"Medicine; Cardiorenal syndrome; Acute kidney injury; Renal replacement therapy; Intensive care medicine; Dialysis; Hemodialysis; Kidney disease; Intensive care unit; Acute decompensated heart failure; Internal medicine; Heart failure","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009215441,0.0004521316,0.007562352,0.0004786049,0.00004801508,0.000004340669,0.0008400984,0.0002203668,0.00001483589],"category_scores_gemma":[0.0002866866,0.0002759223,0.002073525,0.0009232531,0.001354877,0.00006975393,0.0006980072,0.00136157,0.000003626716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002567289,"about_ca_system_score_gemma":0.002893109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004147386,"about_ca_topic_score_gemma":1.47252e-8,"domain_scores_codex":[0.9956567,0.001121329,0.001700757,0.0003350065,0.0008594505,0.0003267354],"domain_scores_gemma":[0.9947608,0.0002423293,0.003279759,0.0007744399,0.0003905651,0.0005520902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002739101,0.00007948201,0.0007394722,0.01994468,0.04498352,0.01794361,0.00002412866,3.159604e-7,0.00005742225,0.00005081509,0.7804784,0.1329591],"study_design_scores_gemma":[0.0009590366,0.00326838,0.000562495,0.007806262,0.007078697,0.03971323,0.0001166357,3.551357e-7,0.000004942523,0.00001593623,0.9402778,0.0001962223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008321113,0.9828842,0.00002148642,0.00196874,0.0006207949,0.001351985,0.006459967,0.00001018468,0.005850505],"genre_scores_gemma":[0.009302457,0.9887668,0.0006510431,0.0002847523,0.000341232,0.00001974559,0.00002391404,0.00007141684,0.0005386217],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1597994,"threshold_uncertainty_score":0.9999693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592859263248954,"score_gpt":0.3502488904808061,"score_spread":0.3143202978483166,"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."}}