{"id":"W4388795984","doi":"10.1016/j.eclinm.2023.102309","title":"Effectiveness of holistic mobile health interventions on diet, and physical, and mental health outcomes: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"EClinicalMedicine","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation Singapore; National University of Singapore; National Research Foundation; Eidgenössische Technische Hochschule Zürich; Canadian Spine Society","keywords":"Medicine; Psychological intervention; mHealth; PsycINFO; Mental health; MEDLINE; Population; Systematic review; Meta-analysis; Gerontology; Psychiatry; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01248336,0.000694808,0.02152585,0.0005696884,0.0007414407,0.000007576239,0.0002566356,0.0002798511,0.00007096934],"category_scores_gemma":[0.002385115,0.0004196863,0.001765331,0.001333763,0.0003323514,0.00003961726,0.0002889526,0.001398404,0.00005896593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334853,"about_ca_system_score_gemma":0.000917753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003887242,"about_ca_topic_score_gemma":0.0001236243,"domain_scores_codex":[0.9846756,0.00725958,0.005747195,0.001109837,0.0004642897,0.0007435139],"domain_scores_gemma":[0.9758585,0.01724468,0.004410396,0.00119805,0.0001386046,0.001149756],"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":[0.00001294147,0.0002425876,0.00002157034,0.976948,0.0176113,7.352563e-7,0.0001355248,7.422217e-8,1.345695e-9,0.0006889538,0.0009871967,0.003351144],"study_design_scores_gemma":[0.0008796518,0.002937675,0.0002264847,0.5892422,0.3734309,0.000005284143,0.0002009207,0.000009250659,9.937368e-10,0.0001788501,0.03258597,0.0003028514],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007662563,0.9535323,0.0000676704,0.002681422,0.0001499763,0.04203681,0.001413231,0.00009155645,0.00001940087],"genre_scores_gemma":[0.00006579297,0.9369166,0.00006595309,0.003536766,0.00006263617,0.05825802,0.0006025567,0.00007764197,0.0004139692],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3877058,"threshold_uncertainty_score":0.9998255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3970497523651301,"score_gpt":0.6365565587367892,"score_spread":0.2395068063716591,"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."}}