{"id":"W4213214829","doi":"10.2196/33286","title":"Developing and Implementing an mHealth Heart Failure Self-care Program to Reduce Readmissions: Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Center for Advancing Translational Sciences; Agency for Healthcare Research and Quality","keywords":"mHealth; Medicine; Randomized controlled trial; Quality of life (healthcare); Attrition; Telemedicine; Self-management; Clinical trial; Health care; Physical therapy; Emergency medicine; Psychological intervention; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003315529,0.001543026,0.004362415,0.0008091392,0.0009981167,0.001784153,0.001428997,0.003443166,0.01006868],"category_scores_gemma":[0.004764283,0.0008801449,0.003553227,0.0007673578,0.001459713,0.001625731,0.0009312966,0.003202186,0.0008727534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305765,"about_ca_system_score_gemma":0.002776266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002943748,"about_ca_topic_score_gemma":0.004810353,"domain_scores_codex":[0.99792,0.001015206,0.0002689629,0.0003584618,0.0001756023,0.0002618364],"domain_scores_gemma":[0.9981496,0.0006093959,0.0004563794,0.0001387723,0.0001687214,0.0004771592],"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":[0.9608114,0.01942123,0.0005692458,0.002694727,0.002341266,0.00002870186,0.0000621453,0.000166898,0.0004100884,0.0001094975,0.0005901208,0.01279474],"study_design_scores_gemma":[0.9770153,0.0210132,0.000764451,0.0001200022,0.0006634205,0.000004740737,0.00001775603,0.0001157477,0.00006316764,0.00005019084,0.0001659436,0.000006166851],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295353,0.01287148,0.001579462,0.002029879,0.002816901,0.04506078,0.002030859,0.0003702684,0.003705098],"genre_scores_gemma":[0.9162249,0.007126507,0.005325114,0.002623696,0.0019769,0.06171209,0.001106497,0.00002733202,0.003876947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006868,"threshold_uncertainty_score":0.03368312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02625805149974935,"score_gpt":0.3662890080752629,"score_spread":0.3400309565755136,"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."}}