{"id":"W4206160964","doi":"10.2196/33168","title":"The Quality of Health Apps and Their Potential to Promote Behavior Change in Patients With a Chronic Condition or Multimorbidity: Systematic Search in App Store and Google Play","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Region Sjælland; Danske Fysioterapeuter; European Commission","keywords":"Quality (philosophy); Mobile apps; mHealth; Internet privacy; Computer science; World Wide Web; Psychology; Medicine; Nursing; 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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01088258,0.001135672,0.00673756,0.01874488,0.0005868661,0.002500734,0.001389105,0.001572292,0.004494623],"category_scores_gemma":[0.05866409,0.0008670052,0.005219306,0.01590835,0.00110409,0.002940122,0.002055292,0.0009427287,0.0003354344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002705595,"about_ca_system_score_gemma":0.007811715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009541655,"about_ca_topic_score_gemma":0.02807345,"domain_scores_codex":[0.9873498,0.003933525,0.005973537,0.0006038584,0.00190221,0.0002370994],"domain_scores_gemma":[0.9265782,0.05764922,0.01138103,0.0006296015,0.003322398,0.0004395572],"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":[0.0002541431,0.00001220928,0.002079097,0.9605723,0.00614561,0.0001140116,0.0003915925,0.00004281428,0.0001493533,0.0001745313,0.001300674,0.02876371],"study_design_scores_gemma":[0.0002482502,0.0002043056,0.008061023,0.9406949,0.03905233,0.0004598849,0.0003814019,0.0001121445,0.000146071,0.0003193091,0.01027785,0.0000425581],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006934304,0.9862974,0.0004123107,0.0006942867,0.0001434894,0.001370354,0.003057347,0.00003294589,0.00105759],"genre_scores_gemma":[0.06770464,0.9228451,0.002754498,0.001398634,0.0001488333,0.00340413,0.001336327,0.00002724266,0.0003806427],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9932624,"threshold_uncertainty_score":0.05755329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273334272974781,"score_gpt":0.4849114511246945,"score_spread":0.3575780238272164,"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."}}