{"id":"W4414689699","doi":"10.1007/s10741-025-10567-2","title":"Navigating heart failure: a plain-language summary to empower people with heart failure","year":2025,"lang":"en","type":"review","venue":"Heart Failure Reviews","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"Bayer","keywords":"Heart failure; Quality of life (healthcare); Health care; Psychological intervention; Ejection fraction; Disease management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001392259,0.0009966651,0.001618594,0.002192264,0.0003899691,0.001656161,0.001289699,0.001812307,0.00758908],"category_scores_gemma":[0.003901201,0.000270216,0.00139393,0.00197525,0.0004356512,0.001798806,0.001017666,0.002494563,0.002002606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006783375,"about_ca_system_score_gemma":0.002448523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002388568,"about_ca_topic_score_gemma":0.006903789,"domain_scores_codex":[0.9992629,0.0002674102,0.000164171,0.00006107567,0.0001979712,0.00004655511],"domain_scores_gemma":[0.9984084,0.001077943,0.0002002817,0.00002277767,0.0002175996,0.00007309765],"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":[0.000108525,0.0001328095,0.0001635894,0.2176856,0.0003400815,0.0001312259,0.0004977181,0.0001556413,0.0004952267,0.002139406,0.06179063,0.7163595],"study_design_scores_gemma":[0.00009252858,0.0001865786,0.001824013,0.2243957,0.001069064,0.001074353,0.0003790534,0.0001118932,0.0002057907,0.001172032,0.7694512,0.00003782438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001911678,0.9955887,0.0001648566,0.001679936,0.0005963518,0.00006037599,0.00008606803,0.00001948073,0.001613032],"genre_scores_gemma":[0.0009989644,0.9963723,0.0004873037,0.001244687,0.0001930636,0.00006102562,0.00008044449,0.000004144845,0.000557976],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00758908,"threshold_uncertainty_score":0.025388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149686051946838,"score_gpt":0.3469258917024865,"score_spread":0.3254290311830181,"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."}}