{"id":"W4380084547","doi":"10.2196/43742","title":"Assessing the Effectiveness of mHealth Interventions for Diabetes and Hypertension Management in Africa: Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Meta-analysis; Psychological intervention; Medicine; Diabetes mellitus; Systematic review; MEDLINE; Nursing; Political science; Internal medicine","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":[0.02290613,0.003563107,0.02658574,0.008253246,0.000808027,0.004029535,0.002850835,0.002879933,0.004069995],"category_scores_gemma":[0.05579927,0.001764801,0.04494956,0.008127072,0.001028474,0.002671423,0.002038568,0.002574648,0.0002944536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004205659,"about_ca_system_score_gemma":0.006024761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00806653,"about_ca_topic_score_gemma":0.0157593,"domain_scores_codex":[0.9854684,0.007140969,0.004307613,0.001024344,0.001681597,0.0003770268],"domain_scores_gemma":[0.9663935,0.02596867,0.004724396,0.0006830877,0.001916718,0.0003136494],"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":[0.001557438,0.00003709201,0.001539207,0.5234136,0.4597615,0.00007156131,0.00008704116,0.000427889,0.0001149275,0.0001131299,0.0004148789,0.01246174],"study_design_scores_gemma":[0.0007629754,0.0002140655,0.001889457,0.05015225,0.9451011,0.00006396563,0.00005052166,0.0001945469,0.0001131288,0.0001671973,0.001268436,0.00002227476],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003174397,0.9945469,0.0005806755,0.0001864231,0.0001491693,0.0007085476,0.0003912245,0.00002956243,0.0002331943],"genre_scores_gemma":[0.116207,0.8747575,0.003718768,0.0008641321,0.0002492004,0.00312996,0.0007049831,0.00003488782,0.0003336488],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02658574,"threshold_uncertainty_score":0.1211407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.425707322901799,"score_gpt":0.5687782155348654,"score_spread":0.1430708926330664,"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."}}