{"id":"W2984337279","doi":"10.2196/17046","title":"Mobile Apps for Health Behavior Change in Physical Activity, Diet, Drug and Alcohol Use, and Mental Health: Systematic Review","year":2020,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":428,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"EIT Health; Centers for Disease Control and Prevention","keywords":"CINAHL; Behavior change methods; mHealth; Mental health; Behavior change; Psychological intervention; Usability; Inclusion (mineral); Medicine; Randomized controlled trial; MEDLINE; Psychology; Clinical psychology; Psychiatry; Social psychology","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":[0.006588595,0.001517027,0.006950323,0.006954276,0.0007388153,0.002412103,0.001904169,0.002023943,0.006571555],"category_scores_gemma":[0.03224931,0.0008978649,0.008035628,0.007062317,0.0007362327,0.002159494,0.00161018,0.001445017,0.0004653514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002972095,"about_ca_system_score_gemma":0.009768911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007053652,"about_ca_topic_score_gemma":0.01898302,"domain_scores_codex":[0.9950238,0.001809448,0.001527447,0.0003161232,0.001128808,0.0001944086],"domain_scores_gemma":[0.9796768,0.01520116,0.003159042,0.0002343428,0.001497469,0.0002312026],"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":[0.0002318863,0.00003632609,0.0002832403,0.9464509,0.004497259,0.00004842671,0.0001453034,0.0000510908,0.00007716981,0.0001166143,0.001250434,0.04681128],"study_design_scores_gemma":[0.0004740951,0.0003431917,0.002507294,0.9406263,0.04304958,0.0001908351,0.0001766226,0.00008786231,0.0001388322,0.0001634093,0.01221407,0.00002778288],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00111641,0.9970744,0.0001376693,0.0001890383,0.0001147934,0.0007436928,0.0002671782,0.00001667162,0.0003400947],"genre_scores_gemma":[0.01167604,0.98526,0.000806907,0.0004477589,0.00009575365,0.001385904,0.0001640867,0.000006096624,0.000157451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007053652,"threshold_uncertainty_score":0.03484422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2512707550377988,"score_gpt":0.5558517344845956,"score_spread":0.3045809794467968,"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."}}