{"id":"W2132517877","doi":"10.1161/01.cir.0000116764.53225.a9","title":"Renal Insufficiency and Heart Failure","year":2004,"lang":"en","type":"article","venue":"Circulation","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":702,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Heart failure; Cardiology; Internal medicine; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00005494888,0.00004993664,0.00007192815,0.00005359949,0.00004684875,0.00001044009,0.000008171014,0.00002948927,0.0000357589],"category_scores_gemma":[0.00001315983,0.00004259561,0.00002144242,0.00008571342,0.00001792215,0.00005796372,0.000007913534,0.00003453348,0.00005285477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000453693,"about_ca_system_score_gemma":0.00002282442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001715023,"about_ca_topic_score_gemma":0.000007351977,"domain_scores_codex":[0.9996197,0.000005205007,0.00008188689,0.000112513,0.00009741849,0.00008331986],"domain_scores_gemma":[0.9998234,0.000003988772,0.00001351536,0.00008848579,0.0000187934,0.0000518185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009592186,0.00159163,0.7867028,0.0002554265,0.0001762021,0.0001228847,0.002215436,0.001525852,0.1142741,0.06069537,0.009409661,0.02293468],"study_design_scores_gemma":[0.001565163,0.0001206706,0.9436328,0.00004618567,0.00005166333,0.00005569973,0.00005015392,0.0001151845,0.0006466771,0.0007499128,0.05289635,0.0000694871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848481,0.00007893396,0.002476475,0.01108009,0.0000282819,0.0002595253,3.071054e-7,0.0000591998,0.001169113],"genre_scores_gemma":[0.9949165,0.000003501955,0.004676912,0.0002729041,0.00005392743,0.000006631564,0.00001513203,0.000004957551,0.00004955808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.15693,"threshold_uncertainty_score":0.1736998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156058015532395,"score_gpt":0.2574078732625169,"score_spread":0.2418020717092773,"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."}}