{"id":"W3202201262","doi":"10.2196/29815","title":"App Designs and Interactive Features to Increase mHealth Adoption: User Expectation Survey and Experiment","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Computer science; Human–computer interaction; Internet privacy; Multimedia; World Wide Web; Psychology; Psychological intervention","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":[0.01541728,0.0006658282,0.0006406967,0.0007297036,0.0009545074,0.001402398,0.0006441575,0.00111691,0.00380561],"category_scores_gemma":[0.02154143,0.0007209195,0.00111974,0.0003974631,0.00078478,0.001398391,0.001276222,0.001231035,0.0009323357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008498795,"about_ca_system_score_gemma":0.001646351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387675,"about_ca_topic_score_gemma":0.00140057,"domain_scores_codex":[0.993651,0.003148121,0.0007192356,0.0005202382,0.001164971,0.0007964895],"domain_scores_gemma":[0.9790152,0.01209747,0.002469052,0.001156588,0.003612845,0.001648826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01646769,0.2072665,0.6003366,0.001786272,0.0004355987,0.0005170146,0.04611723,0.00166937,0.01475872,0.0007215256,0.003231741,0.1066917],"study_design_scores_gemma":[0.0043626,0.2720779,0.6773722,0.0002606077,0.000626103,0.0005614466,0.01511597,0.008078801,0.01322604,0.00071065,0.007300137,0.0003075786],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975485,0.00001725213,0.0005213968,0.00002739112,0.000003628016,0.001407466,0.00009666155,0.00001832281,0.0003594199],"genre_scores_gemma":[0.982608,0.00009516988,0.007653098,0.0002267138,0.00002007226,0.008020343,0.0002548511,0.00001649874,0.00110525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01541728,"threshold_uncertainty_score":0.08153534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077122875701904,"score_gpt":0.4811675139068932,"score_spread":0.3734552263367029,"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."}}