{"id":"W2155250786","doi":"10.1001/jama.295.23.2765","title":"Prophylaxis Strategies for Contrast-Induced Nephropathy","year":2006,"lang":"en","type":"review","venue":"JAMA","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":413,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Kidney Disease Network","funders":"University of Alberta","keywords":"Medicine; Nephropathy; Contrast-induced nephropathy; Kidney disease; Internal medicine; Dialysis; Acute kidney injury; Heart failure; Intensive care medicine; Diabetes mellitus; Urology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004659809,0.0005324243,0.002285982,0.0003261304,0.00009992663,0.0001918056,0.0003367022,0.000854332,0.0001791412],"category_scores_gemma":[0.0005735662,0.0003750196,0.000804661,0.0004107816,0.0001046089,0.0001532835,0.00008030912,0.001024381,0.0002706779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002763146,"about_ca_system_score_gemma":0.00327394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005332999,"about_ca_topic_score_gemma":0.000005406592,"domain_scores_codex":[0.9972948,0.0001381379,0.0007264267,0.0006023512,0.0005523147,0.0006859168],"domain_scores_gemma":[0.9979497,0.0003516356,0.0002692096,0.0007257261,0.0004044104,0.0002993801],"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":[0.00006951371,0.00009885502,9.946796e-7,0.02728426,0.0002019907,0.0000946594,0.00001561398,3.931165e-9,0.00002108647,0.0003386598,0.1480015,0.8238729],"study_design_scores_gemma":[0.001754789,0.001512431,0.00000698688,0.005127431,0.000841009,0.0001591036,0.00005094103,0.00000538834,0.00001428297,0.0001407152,0.9900531,0.0003337868],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002062784,0.9795325,0.0001881888,0.0003136903,0.0002894528,0.005394652,0.000966531,0.0001382348,0.01315609],"genre_scores_gemma":[0.00006712658,0.9875137,0.0008408159,0.0002326692,0.002745041,0.002040425,0.001535743,0.0001796726,0.004844784],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8420516,"threshold_uncertainty_score":0.9998702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08552507543144536,"score_gpt":0.4030155566078887,"score_spread":0.3174904811764434,"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."}}