{"id":"W7110805327","doi":"10.2196/66002","title":"Engagement of Users in Digital Health Applications: Scoping Review","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Literature Analysis and Criticism","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; mHealth; eHealth; Mobile device; Telehealth; Telemedicine; Context (archaeology)","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":[],"consensus_categories":[],"category_scores_codex":[0.0007352259,0.0001036927,0.0005934723,0.0002108534,0.00008281186,0.00001392654,0.00004946517,0.00004226719,0.00001343349],"category_scores_gemma":[0.00005048458,0.00008719086,0.00005357347,0.0005916192,0.00003794572,0.0000726841,0.00002632242,0.0002208425,0.00000212968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009445832,"about_ca_system_score_gemma":0.001048148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005783888,"about_ca_topic_score_gemma":0.00002838796,"domain_scores_codex":[0.9985061,0.00005895063,0.0007482681,0.0002512473,0.000155694,0.0002797641],"domain_scores_gemma":[0.9992235,0.00007345225,0.0001549585,0.0002610809,0.00007456934,0.0002124488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001349893,0.000868355,0.04786915,0.497255,0.00005590975,0.000005809555,0.0009449503,7.875634e-7,0.00000860725,0.02779981,0.008503334,0.4165533],"study_design_scores_gemma":[0.009243742,0.002154493,0.2212385,0.616043,0.000706194,0.00004680151,0.002304041,0.0001756855,0.00005796257,0.004311515,0.142967,0.0007510805],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06351529,0.8525514,0.00093488,0.06321173,0.0001135223,0.01038542,0.00004630847,0.00007922319,0.009162228],"genre_scores_gemma":[0.8313206,0.1293911,0.0004445228,0.03780762,0.00005805992,0.0005867669,0.00009156045,0.00001043179,0.0002893079],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7678053,"threshold_uncertainty_score":0.355554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724266907153675,"score_gpt":0.4401400523455668,"score_spread":0.3928973832740301,"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."}}