{"id":"W2947120317","doi":"10.1161/circheartfailure.119.006086","title":"Cognitive Domains and Postdischarge Outcomes in Hospitalized Patients With Heart Failure","year":2019,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Intensive care medicine; Cognition; MEDLINE; Internal medicine; Emergency medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001367594,0.0002894968,0.000561965,0.0002624506,0.00008084063,0.00004787669,0.00003434796,0.0001377406,0.0004250721],"category_scores_gemma":[0.00003715801,0.0002227999,0.00009505323,0.0002974918,0.00005818965,0.0003208831,0.0000411293,0.0001942089,0.0002965938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008905835,"about_ca_system_score_gemma":0.00005454815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006375125,"about_ca_topic_score_gemma":0.0001033164,"domain_scores_codex":[0.9983299,0.00006727036,0.0003047817,0.0004977087,0.0004254094,0.0003749587],"domain_scores_gemma":[0.9992293,0.00007923001,0.00006661641,0.0002878087,0.0001506928,0.0001863814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001281428,0.0003073147,0.9967811,0.00007876153,0.00009662165,0.000005544334,0.0002214297,0.000004310841,0.0001788663,0.0002260119,0.001897267,0.00007459732],"study_design_scores_gemma":[0.009447396,0.000418745,0.9700831,0.0002227779,0.0001057367,0.000008182366,0.0003147003,0.00004417248,0.00003983788,0.00003403283,0.01902773,0.0002536355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758451,0.00003099466,0.0000366294,0.02113554,0.00006553709,0.002568949,0.00002132418,0.00009211041,0.0002038369],"genre_scores_gemma":[0.9951686,0.000001798299,0.002950841,0.001019368,0.00003081773,0.00007732552,0.000289216,0.00004055757,0.0004215012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02669808,"threshold_uncertainty_score":0.9085517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006926601137656273,"score_gpt":0.2447440618087596,"score_spread":0.2378174606711033,"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."}}