{"id":"W3003551974","doi":"10.2196/15400","title":"Effectiveness of Mobile Health Interventions on Diabetes and Obesity Treatment and Management: Systematic Review of Systematic Reviews","year":2020,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":261,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institutes of Health; Johns Hopkins University","keywords":"mHealth; Psychological intervention; Medicine; Systematic review; Glycemic; Cochrane Library; Obesity; Weight management; MEDLINE; Meta-analysis; Gerontology; Diabetes mellitus; Weight loss; Internal medicine; Nursing; Endocrinology","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":[0.01710823,0.002429547,0.01459442,0.01141792,0.0007405109,0.002756281,0.002171263,0.001828372,0.004169074],"category_scores_gemma":[0.08187108,0.001692974,0.01420477,0.01075578,0.001198808,0.002528807,0.002073147,0.001672319,0.0002640613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005864949,"about_ca_system_score_gemma":0.01189955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009481368,"about_ca_topic_score_gemma":0.02227109,"domain_scores_codex":[0.9803541,0.008556484,0.006380118,0.001235477,0.003066614,0.0004071977],"domain_scores_gemma":[0.9469003,0.03831398,0.009732986,0.0006697426,0.003909789,0.0004730897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0004499269,0.00002694819,0.0008644489,0.9415206,0.03505616,0.00006090814,0.0001350397,0.0001348292,0.00007877328,0.00009824421,0.0005746678,0.02099954],"study_design_scores_gemma":[0.001143985,0.0004915983,0.005770185,0.6376041,0.3469259,0.0002403412,0.0002523318,0.0002119426,0.0003085439,0.0002650483,0.006733998,0.0000520283],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002422731,0.9952152,0.0002995237,0.0002233876,0.000127226,0.0009112218,0.0005001182,0.0000196704,0.0002808752],"genre_scores_gemma":[0.05200551,0.942476,0.001948402,0.0004943695,0.0001290388,0.002419612,0.0003608138,0.00001394496,0.0001524093],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01710823,"threshold_uncertainty_score":0.09047806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603846353584357,"score_gpt":0.5200300652363178,"score_spread":0.3596454298778821,"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."}}