{"id":"W3007268652","doi":"10.2196/14649","title":"Technical and Psychosocial Challenges of mHealth Usage for Antiretroviral Therapy Adherence Among People Living With HIV in a Resource-Limited Setting: Case Series","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European and Developing Countries Clinical Trials Partnership","keywords":"mHealth; Medicine; Psychosocial; Tanzania; Intervention (counseling); Human immunodeficiency virus (HIV); Randomized controlled trial; Short Message Service; Family medicine; Antiretroviral therapy; Psychological intervention; Viral load; Nursing; Psychiatry; Internal medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003128965,0.0001786738,0.0004691546,0.0002622614,0.001148082,0.00001339034,0.0002185424,0.0002534032,0.00003638051],"category_scores_gemma":[0.0005142285,0.0001446596,0.00003986539,0.0008991354,0.0003420789,0.0002992324,0.0001512462,0.001433535,0.000008147346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000138295,"about_ca_system_score_gemma":0.0007583873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002522197,"about_ca_topic_score_gemma":0.001969359,"domain_scores_codex":[0.9959751,0.001301716,0.0008017932,0.0004184112,0.0004421708,0.001060758],"domain_scores_gemma":[0.995779,0.002712076,0.0003412535,0.0002734528,0.0003799673,0.0005142473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004648339,0.0008163134,0.4554921,0.01812139,0.00003344346,0.00003659703,0.3535388,0.00000313728,0.0002424532,0.01887786,0.01877519,0.1294143],"study_design_scores_gemma":[0.006572285,0.0108532,0.7890459,0.002270922,0.000008256335,0.00006958339,0.1637513,0.001533466,0.00003444351,0.0006538253,0.02476599,0.0004408498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719177,0.0006260526,0.0003083017,0.01633862,0.00002432392,0.008652866,0.0001324674,0.00008539399,0.001914204],"genre_scores_gemma":[0.9832022,0.001791783,0.0007390902,0.0003470136,0.0001373014,0.01368458,0.00001779158,0.00003336548,0.00004690204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3335537,"threshold_uncertainty_score":0.8830236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1262616794922376,"score_gpt":0.4830204415642782,"score_spread":0.3567587620720406,"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."}}