{"id":"W7116365418","doi":"10.2196/74121","title":"The ManageHF Just-in-Time Adaptive Mobile Application Interventions to Promote Self-Management and Improve Outcomes in Heart Failure: A Randomized Controlled Trial (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Randomized controlled trial; Psychological intervention; mHealth; Intervention (counseling); Telemedicine; Quality of life (healthcare)","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":[0.002570772,0.001690236,0.003752049,0.000660012,0.0006273863,0.001304764,0.0009680756,0.002943112,0.01132072],"category_scores_gemma":[0.004357603,0.0006514858,0.002721138,0.0004650514,0.0009958545,0.001304837,0.0007192138,0.002234896,0.0008206138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006395781,"about_ca_system_score_gemma":0.001482408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001210854,"about_ca_topic_score_gemma":0.001503417,"domain_scores_codex":[0.9988366,0.0005923503,0.0001286235,0.0002090145,0.00009430666,0.000139134],"domain_scores_gemma":[0.9988055,0.000507122,0.0002678704,0.00009799968,0.0001108511,0.000210627],"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":[0.969846,0.008612145,0.0004202192,0.002874927,0.001608677,0.00002739455,0.00006838622,0.0001954179,0.0007365838,0.0001738266,0.0008799463,0.01455654],"study_design_scores_gemma":[0.9734883,0.0243715,0.0006824499,0.0001038608,0.0006011036,0.000007407951,0.00001742777,0.0001645735,0.0001109881,0.00006176888,0.000383691,0.000006961775],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9306778,0.01011603,0.001826417,0.001569898,0.002499222,0.04589813,0.00250868,0.0004343561,0.00446943],"genre_scores_gemma":[0.8427682,0.005224767,0.008645518,0.002011617,0.002241694,0.1313556,0.001373152,0.00004948456,0.006330008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01132072,"threshold_uncertainty_score":0.03787154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297906126438236,"score_gpt":0.4192701724117788,"score_spread":0.3962911111473964,"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."}}