{"id":"W4414497625","doi":"10.2196/58029","title":"Adaptation of an mHealth Solution for the Nutritional Management of Diabetes in a Low- and Middle-Income Country: Pre-Post Mixed Methods Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wellcome Trust","keywords":"mHealth; Adaptation (eye); Multidisciplinary approach; Diabetes mellitus; Telemedicine; Context (archaeology); Diabetes management; Multidisciplinary team","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":[0.009849688,0.0008745206,0.001249667,0.0008338411,0.002316242,0.001767213,0.001162433,0.001074928,0.005110894],"category_scores_gemma":[0.01186403,0.0007918541,0.001468124,0.0004874406,0.001070253,0.00156989,0.002223528,0.002123375,0.0008805928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001647951,"about_ca_system_score_gemma":0.003950579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005239821,"about_ca_topic_score_gemma":0.008139478,"domain_scores_codex":[0.9964237,0.00180522,0.0002862758,0.0003359333,0.0004582199,0.0006906168],"domain_scores_gemma":[0.9945269,0.002261838,0.0005211658,0.0005649753,0.001177336,0.0009477373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.02329859,0.3776813,0.09486417,0.004190642,0.0006907564,0.001566668,0.09546916,0.0006941673,0.007781166,0.0007773171,0.005905758,0.3870802],"study_design_scores_gemma":[0.01488575,0.3871334,0.4505994,0.001349465,0.0008668822,0.0004673962,0.1122444,0.002456026,0.004856757,0.000898762,0.02382897,0.0004126669],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901125,0.000103319,0.0005932263,0.0002205857,0.00005138349,0.007320696,0.0002943875,0.0000331488,0.001270877],"genre_scores_gemma":[0.9471872,0.000669668,0.01558351,0.001397117,0.0001338104,0.02987914,0.0005533569,0.00005124985,0.004544974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009849688,"threshold_uncertainty_score":0.0520907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08338902489589002,"score_gpt":0.4379243354180999,"score_spread":0.3545353105222099,"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."}}