{"id":"W4206198061","doi":"10.2196/25586","title":"Dose–Response Effects of Patient Engagement on Health Outcomes in an mHealth Intervention: Secondary Analysis of a Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Psychosocial; Randomized controlled trial; Psychological intervention; Intervention (counseling); Medicine; Quality of life (healthcare); Cluster (spacecraft); Clinical psychology; Physical therapy; Psychology; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02708372,0.000558624,0.006841129,0.002975682,0.001868495,0.000009423434,0.0004152066,0.0002426084,0.0005593797],"category_scores_gemma":[0.001327858,0.000472371,0.0008755386,0.002201058,0.0002111141,0.0001313092,0.0002635038,0.002253406,0.000005727251],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00129617,"about_ca_system_score_gemma":0.006076539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003089312,"about_ca_topic_score_gemma":0.001268123,"domain_scores_codex":[0.9566919,0.03190492,0.007453327,0.001051503,0.001212463,0.001685877],"domain_scores_gemma":[0.9786338,0.01242624,0.005963455,0.00114654,0.0002660142,0.001563984],"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":[0.9370204,0.004819645,0.006417349,0.00774875,0.0004154127,0.000004306055,0.01109714,0.0001544366,0.000003344155,0.007346809,0.0005749122,0.02439749],"study_design_scores_gemma":[0.8921769,0.01237014,0.08519053,0.0003056128,0.0007502373,0.000001001803,0.004590413,0.001118472,0.000001576218,0.0004656616,0.002735249,0.0002942528],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9414942,0.002867791,0.00008012993,0.006703604,0.001333552,0.04689079,0.0003174364,0.00009498857,0.0002174808],"genre_scores_gemma":[0.919029,0.001769041,0.0002376212,0.009165763,0.00008731157,0.06926114,0.0002571775,0.00005621434,0.0001367233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07877318,"threshold_uncertainty_score":0.9997728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04621692558525384,"score_gpt":0.4630602659477368,"score_spread":0.4168433403624829,"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."}}