{"id":"W4411187709","doi":"10.1093/ehjdh/ztaf063","title":"Effect of a digital health intervention on outpatients with heart failure: a randomized, controlled trial","year":2025,"lang":"en","type":"article","venue":"European Heart Journal - Digital Health","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"Rannís; Landspítali Háskólasjúkrahús; Icelandic Centre for Research","keywords":"Heart failure; Randomized controlled trial; Intervention (counseling); Medicine; Physical therapy; Digital health; Psychology; Nursing; Health care; Internal medicine; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004314587,0.0004337603,0.002773313,0.0005717669,0.0002471723,0.000312516,0.0001173357,0.00004155296,0.00003392501],"category_scores_gemma":[0.0007558374,0.0002579798,0.001169574,0.0003563573,0.0001363144,0.0003986616,0.00007262365,0.0005189325,0.0001288503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003515723,"about_ca_system_score_gemma":0.0004401458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001980159,"about_ca_topic_score_gemma":0.000004278256,"domain_scores_codex":[0.994601,0.001749017,0.001835676,0.0004077576,0.0007745418,0.0006320651],"domain_scores_gemma":[0.9974176,0.0007800288,0.000695524,0.0003742095,0.0001528982,0.0005797449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9424525,0.00166166,0.00214361,0.0006038081,0.0006635984,0.0000576401,0.0001513031,0.000006642307,0.000001029848,0.0001319004,0.03425398,0.01787231],"study_design_scores_gemma":[0.9212986,0.0435299,0.0003762121,0.00318993,0.0001667138,0.0001690222,0.0000858592,0.00002487908,0.00001503553,0.00003720837,0.03094918,0.0001574249],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.892256,0.001217132,0.001275071,0.06434587,0.00136547,0.02170171,0.00005187558,0.0002367708,0.01755015],"genre_scores_gemma":[0.9940948,0.00004094654,0.0002547966,0.001840533,0.0002478861,0.00007116447,0.00006411671,0.00005549796,0.00333029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1018388,"threshold_uncertainty_score":0.9999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412803283190781,"score_gpt":0.3234214515458203,"score_spread":0.3092934187139125,"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."}}