{"id":"W2126495538","doi":"10.1093/eurheartj/ehi555","title":"Predictors of mortality and morbidity in patients with chronic heart failure","year":2005,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":973,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"AstraZeneca","keywords":"Medicine; Heart failure; Ejection fraction; Internal medicine; Cardiology; Proportional hazards model; Diabetes mellitus; Population; Decile; Blood pressure; Body mass index","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":[0.0004610195,0.0001302305,0.0002589002,0.0001230298,0.00005518335,0.00001895473,0.00003903545,0.00002175203,0.000151115],"category_scores_gemma":[0.00002218761,0.00009214394,0.00005323639,0.0001105812,0.0000659977,0.0001510986,0.00003925926,0.0002593581,0.00002890168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001036086,"about_ca_system_score_gemma":0.00006173572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001815365,"about_ca_topic_score_gemma":0.00009619135,"domain_scores_codex":[0.9988773,0.0001442487,0.0002759858,0.0001599996,0.000314027,0.0002284607],"domain_scores_gemma":[0.9994841,0.0000150974,0.00006792777,0.000180363,0.00005665989,0.0001959194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006850959,0.000247469,0.9814247,0.00003031458,0.00007168695,0.00002782685,0.00009659024,0.0000228678,0.00007309318,0.000005147304,0.01741892,0.0005128262],"study_design_scores_gemma":[0.002921235,0.0008243015,0.8842636,0.0001379161,0.00005985485,0.00004670686,0.00001436967,0.00001459092,0.00008046578,9.249171e-7,0.1115664,0.00006959797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995464,0.0001328344,0.00001137512,0.003264679,0.00005569775,0.0002937866,0.000003073764,0.00001931343,0.0007552638],"genre_scores_gemma":[0.9974495,0.00002640037,0.001773575,0.0001972769,0.0003508553,0.000001165578,0.000006122151,0.00002111926,0.00017395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09716116,"threshold_uncertainty_score":0.3757521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575354475768228,"score_gpt":0.2747982120044832,"score_spread":0.249044667246801,"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."}}