{"id":"W2994736134","doi":"10.1002/ehf2.12542","title":"Cognitive Impairment in Patients with Heart Failure: An International Study","year":2019,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; National Science Council; Riksförbundet HjärtLung; Forskningsrådet i Sydöstra Sverige; Vetenskapsrådet; Vårdalstiftelsen","keywords":"Heart failure; Medicine; Cognitive impairment; Internal medicine; Cardiology; Cognition; Intensive care medicine; Psychiatry; Disease","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002948853,0.0003216423,0.0004817858,0.0003112775,0.00006149178,0.00006353948,0.0001103696,0.00009378927,0.001482908],"category_scores_gemma":[0.00002231648,0.000247662,0.00008623805,0.000319236,0.00003935808,0.0004429513,0.00009113443,0.0003101114,0.0009823532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002029707,"about_ca_system_score_gemma":0.000101837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001510972,"about_ca_topic_score_gemma":0.0005155358,"domain_scores_codex":[0.997662,0.0001216798,0.0003430683,0.0006362579,0.0007711897,0.0004657956],"domain_scores_gemma":[0.9989947,0.00004167881,0.00005521565,0.0004556896,0.0001954369,0.000257282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007007393,0.004328496,0.9828439,0.00002499036,0.0001757208,0.00002662239,0.0006555838,0.000005667352,0.00003359748,0.00002668889,0.01099281,0.0001851644],"study_design_scores_gemma":[0.01381593,0.005746115,0.8975447,0.0001758961,0.00008673791,0.000007041251,0.002304719,0.0000249966,0.00006310976,0.000004491018,0.07997362,0.0002526047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823629,0.000005220687,0.000006883884,0.01290893,0.0001823947,0.004045289,0.0000154026,0.0001094452,0.000363527],"genre_scores_gemma":[0.9937541,6.694619e-7,0.003748233,0.001031958,0.00011717,0.0001572793,0.0002380467,0.00004644106,0.0009060292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08529918,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00831177114886979,"score_gpt":0.2663699457492013,"score_spread":0.2580581746003315,"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."}}