{"id":"W4225165214","doi":"10.2196/35945","title":"Development and Effectiveness of a Mobile Health Intervention in Improving Health Literacy and Self-management of Patients With Multimorbidity and Heart Failure: Protocol for a Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Medicine; Randomized controlled trial; Health literacy; Psychological intervention; Intervention (counseling); Health care; Telemedicine; eHealth; Clinical trial; Self-management; Physical therapy; 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":[0.03520265,0.00655634,0.0147676,0.003273482,0.004641484,0.005563389,0.004154738,0.008532039,0.06219105],"category_scores_gemma":[0.0302544,0.003453502,0.008219798,0.003820623,0.00452231,0.004361748,0.00258375,0.008841428,0.0113806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006388841,"about_ca_system_score_gemma":0.01867134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004229864,"about_ca_topic_score_gemma":0.006456007,"domain_scores_codex":[0.9788563,0.0112126,0.002907717,0.001978051,0.002788531,0.00225673],"domain_scores_gemma":[0.9880014,0.003166303,0.00262144,0.001356198,0.003163842,0.001690761],"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":[0.9093162,0.02553671,0.0007258884,0.02086019,0.002808061,0.0001756812,0.0004238612,0.001289821,0.001507622,0.002040779,0.007361963,0.02795325],"study_design_scores_gemma":[0.9587235,0.02515191,0.001109281,0.002214075,0.001149717,0.00002931558,0.0001177756,0.0009538218,0.0005360515,0.0009656103,0.008975915,0.00007308043],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001521369,0.0001839793,0.0005395523,0.00008597605,0.0001685871,0.9966953,0.0004653878,0.00004482028,0.000295121],"genre_scores_gemma":[0.001310044,0.0001019921,0.00102192,0.0000744207,0.00003524468,0.9971859,0.00007156627,0.000003020372,0.0001959356],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06219105,"threshold_uncertainty_score":0.2080498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08111561746107523,"score_gpt":0.5609360545475056,"score_spread":0.4798204370864304,"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."}}