{"id":"W7116063745","doi":"10.2196/80582","title":"Digital Health Solutions for Type 2 Diabetes and Prediabetes: Systematic Review of Engagement Barriers, Facilitators, and Outcomes","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; Type 2 diabetes; mHealth; eHealth; Type 2 Diabetes Mellitus; MEDLINE","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":[0.01707941,0.001359838,0.006103217,0.01098512,0.001069403,0.003556517,0.0018264,0.001832641,0.005004763],"category_scores_gemma":[0.07104289,0.0009009337,0.006938129,0.01263803,0.001117688,0.003158378,0.002711155,0.001770343,0.0003031898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005586645,"about_ca_system_score_gemma":0.02718382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01165775,"about_ca_topic_score_gemma":0.03567173,"domain_scores_codex":[0.9867517,0.005704087,0.004132545,0.0006271352,0.002367659,0.0004168126],"domain_scores_gemma":[0.9511186,0.03768052,0.006465018,0.0005395508,0.003584094,0.0006122044],"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":[0.0001236818,0.00002698773,0.0004826972,0.9474258,0.003249592,0.0000427409,0.0006348582,0.00006694864,0.00005429759,0.0004010285,0.001281893,0.04620937],"study_design_scores_gemma":[0.0001060034,0.00011365,0.001526501,0.9648865,0.01877827,0.00008978972,0.0005229812,0.00004703812,0.0000670808,0.0002784971,0.01356229,0.00002132859],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001302173,0.9960864,0.0002831668,0.0004551963,0.0001210099,0.0007864011,0.0003990924,0.00001116052,0.000555425],"genre_scores_gemma":[0.01329023,0.9828096,0.001051446,0.0006120094,0.00005496304,0.001760201,0.0002604709,0.000006361585,0.0001547505],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01707941,"threshold_uncertainty_score":0.09032565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03878389033878526,"score_gpt":0.4123708851454105,"score_spread":0.3735869948066253,"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."}}