{"id":"W3208426593","doi":"10.2196/26185","title":"The Effects of the ManageHF4Life Mobile App on Patients With Chronic Heart Failure: Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Randomized controlled trial; Heart failure; Medicine; mHealth; Mobile apps; Computer science; Internal medicine; Psychological intervention; World Wide Web; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00148761,0.001562299,0.003907347,0.000582805,0.0006898298,0.001348878,0.001027322,0.002766731,0.0104729],"category_scores_gemma":[0.003265193,0.0007189743,0.002851501,0.0005304544,0.0007420545,0.001172129,0.0006026806,0.002499503,0.0008269921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007290168,"about_ca_system_score_gemma":0.001282793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00183495,"about_ca_topic_score_gemma":0.003036882,"domain_scores_codex":[0.9989511,0.0004903438,0.0001197521,0.0002089388,0.00009146489,0.0001383861],"domain_scores_gemma":[0.998968,0.0003581924,0.0002769092,0.0000602251,0.00009334752,0.0002433522],"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":[0.9754395,0.006072754,0.0006790776,0.002567342,0.002195931,0.00004232969,0.000040137,0.0001082024,0.0004024773,0.00007816898,0.0008794662,0.01149468],"study_design_scores_gemma":[0.9791791,0.01775047,0.001313861,0.0001224582,0.00102382,0.0000107338,0.00001773394,0.0001497212,0.00007211906,0.00005931527,0.0002919338,0.000008700949],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589643,0.01528402,0.0008159135,0.00197312,0.002097826,0.0146018,0.002305205,0.0002447549,0.003713092],"genre_scores_gemma":[0.9517903,0.006215784,0.002712798,0.002257395,0.001553395,0.03023886,0.001238715,0.000022534,0.003970152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0104729,"threshold_uncertainty_score":0.03503531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007851224449187998,"score_gpt":0.2946419990962041,"score_spread":0.2867907746470161,"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."}}