{"id":"W3122345770","doi":"10.2196/19465","title":"Habits Heart App for Patient Engagement in Heart Failure Management: Pilot Feasibility Randomized Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Biomedical Imaging and Bioengineering","keywords":"Heart failure; Medicine; Randomized controlled trial; Ejection fraction; Physical therapy; Quality of life (healthcare); Intervention (counseling); mHealth; Psychological intervention; Internal medicine; 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":[0.002356322,0.001454649,0.001869235,0.0005450771,0.0008064847,0.001131939,0.0008030694,0.002148948,0.009353535],"category_scores_gemma":[0.002737374,0.0007714755,0.001615427,0.0004991495,0.001306385,0.001212914,0.001094366,0.002474854,0.0009820552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006751881,"about_ca_system_score_gemma":0.002066331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541701,"about_ca_topic_score_gemma":0.002360064,"domain_scores_codex":[0.9984025,0.0009365612,0.0001046608,0.0001817634,0.0001142436,0.0002602672],"domain_scores_gemma":[0.9981272,0.0006301763,0.0003599545,0.000138849,0.0001161711,0.0006277384],"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":[0.8837598,0.09152114,0.001900334,0.0008375056,0.0006333077,0.00006574688,0.0001490758,0.0001809594,0.0009626668,0.0001284762,0.0008142903,0.0190467],"study_design_scores_gemma":[0.8685498,0.1272725,0.003307636,0.00004706872,0.0001904586,0.00001242309,0.00004877459,0.000140343,0.000104177,0.00007807816,0.0002410149,0.000007823031],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685181,0.0009250344,0.0006075706,0.0007144145,0.0004827465,0.02606819,0.0006891236,0.00008903009,0.001905752],"genre_scores_gemma":[0.9441006,0.0009295712,0.002838172,0.001025729,0.0005933238,0.04819035,0.0004011606,0.00001127709,0.00190977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009353535,"threshold_uncertainty_score":0.03129071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1018941658604542,"score_gpt":0.4547856432646183,"score_spread":0.3528914774041642,"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."}}