{"id":"W4404914095","doi":"10.1101/2024.12.01.24318270","title":"A mixed methods evaluation of 99DOTS digital adherence technology uptake among adolescents treated for pulmonary tuberculosis in Uganda.","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; Government of Canada; Yale University; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Pulmonary tuberculosis; Tuberculosis; Medicine; Medication adherence; Environmental health; Internal medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.05149427,0.0008492492,0.001387568,0.003093114,0.001976212,0.001881978,0.001892553,0.00125746,0.003088632],"category_scores_gemma":[0.04212001,0.001138009,0.002497765,0.00290318,0.001150226,0.001690919,0.002315876,0.0008817964,0.0003455903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003776744,"about_ca_system_score_gemma":0.005769383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336261,"about_ca_topic_score_gemma":0.0102721,"domain_scores_codex":[0.9588803,0.03402431,0.002867314,0.001203395,0.002237691,0.0007870164],"domain_scores_gemma":[0.9584092,0.02439087,0.007435289,0.00216253,0.006665039,0.0009370476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007790323,0.0168502,0.4275906,0.02266403,0.002857168,0.0009240225,0.1139758,0.001767415,0.001910497,0.004499578,0.003282436,0.395888],"study_design_scores_gemma":[0.006641841,0.08686209,0.6667081,0.01139541,0.003275914,0.0006576175,0.1792876,0.01187333,0.003779412,0.003841485,0.02537158,0.0003054909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.903918,0.00247477,0.008816071,0.000490716,0.00007918019,0.07985377,0.001843166,0.00005311285,0.00247127],"genre_scores_gemma":[0.7497236,0.001633101,0.04200758,0.0006116679,0.00005218134,0.2038924,0.0008876895,0.000017994,0.001173782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05149427,"threshold_uncertainty_score":0.272331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132646466634336,"score_gpt":0.4798925335908283,"score_spread":0.3666278869273947,"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."}}