{"id":"W7162863868","doi":"10.2196/85242","title":"Conversational mHealth Platform Designed to Support Tuberculosis Treatment Adherence in Low-Income South African Patients: Pilot Cohort Study Examining Coverage, Engagement, and Treatment Outcomes (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"mHealth; Tuberculosis; Cohort study; Cohort; eHealth; Telemedicine; Medication adherence","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":[0.004104942,0.0003653334,0.0006955214,0.0006150485,0.002524179,0.001622779,0.0006439617,0.0009478873,0.006522317],"category_scores_gemma":[0.01329228,0.0005305983,0.00070764,0.0006554592,0.0006021297,0.001657755,0.001896473,0.001904652,0.001004437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008022522,"about_ca_system_score_gemma":0.002251941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01130446,"about_ca_topic_score_gemma":0.01060981,"domain_scores_codex":[0.9980857,0.0008868386,0.0001443046,0.0001839958,0.0002727819,0.000426312],"domain_scores_gemma":[0.9956802,0.001678319,0.0009156827,0.0002627434,0.0006443561,0.0008185559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00775575,0.02394771,0.8144546,0.001117936,0.0003937564,0.0005677643,0.05266754,0.000100149,0.002544872,0.0002957368,0.003867129,0.09228712],"study_design_scores_gemma":[0.001193192,0.0287819,0.9208722,0.0005965334,0.0004705914,0.0003189307,0.04222573,0.0005650672,0.001118629,0.0002747085,0.003464256,0.0001182904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998067,0.00008115571,0.0001019151,0.0001806978,0.00002269655,0.0005669533,0.0004218661,0.000007996943,0.0005498052],"genre_scores_gemma":[0.995647,0.0001670986,0.0006570756,0.0003365655,0.00003298198,0.001681868,0.0002340959,0.000007466838,0.001235796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01130446,"threshold_uncertainty_score":0.02247733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1707917699976857,"score_gpt":0.4940140142507408,"score_spread":0.3232222442530551,"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."}}