{"id":"W2953965928","doi":"10.2196/11926","title":"Using Health and Well-Being Apps for Behavior Change: A Systematic Search and Rating of Apps","year":2019,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Psychology; Mobile apps; Behavior change; Applied psychology; Computer science; Internet privacy; Medicine; World Wide Web; Social psychology; Psychological intervention; Psychiatry","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":[0.01543448,0.001100701,0.003419503,0.02443803,0.001003865,0.002183699,0.001761949,0.00128038,0.003879358],"category_scores_gemma":[0.07938922,0.0008413109,0.003206704,0.01939356,0.001012451,0.004098094,0.003348353,0.001124759,0.0007160184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002220868,"about_ca_system_score_gemma":0.009993549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007092895,"about_ca_topic_score_gemma":0.02552362,"domain_scores_codex":[0.98475,0.003489111,0.007490661,0.0007227111,0.003190631,0.0003569832],"domain_scores_gemma":[0.901592,0.07657449,0.01186271,0.001260428,0.007891124,0.0008191503],"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":[0.0004558728,0.00005842522,0.0131361,0.8053568,0.00220689,0.001009118,0.005831478,0.0001537458,0.0009690162,0.0006160135,0.008123062,0.1620835],"study_design_scores_gemma":[0.0002677578,0.0005453197,0.04899996,0.8794597,0.01321504,0.001782948,0.0039473,0.0004831938,0.0006792992,0.0006552592,0.04984672,0.0001173842],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0729581,0.8795462,0.003399951,0.003207993,0.000439564,0.01026876,0.02208423,0.0002425787,0.007852545],"genre_scores_gemma":[0.1750371,0.7811963,0.01502977,0.003211519,0.0002628265,0.01392823,0.009487326,0.0001182541,0.001728552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02443803,"threshold_uncertainty_score":0.08162636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4032402443207641,"score_gpt":0.5825943174438812,"score_spread":0.1793540731231171,"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."}}