{"id":"W3157487954","doi":"10.1371/journal.pmed.1003628","title":"Digital adherence technology for tuberculosis treatment supervision: A stepped-wedge cluster-randomized trial in Uganda","year":2021,"lang":"en","type":"article","venue":"PLoS Medicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Canada; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Medicine; Randomized controlled trial; Tuberculosis; Odds ratio; Clinical trial; Culture conversion; Directly Observed Therapy; Cluster randomised controlled trial; Odds; Intention-to-treat analysis; Pediatrics; Internal medicine; Logistic regression; Sputum","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":[0.006417334,0.00155635,0.002888615,0.000744711,0.000760911,0.001176355,0.001087828,0.00177529,0.00650938],"category_scores_gemma":[0.008965477,0.0008511312,0.002424801,0.0006845428,0.001684838,0.001539153,0.001582762,0.001823801,0.0005519071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424471,"about_ca_system_score_gemma":0.002598175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002084484,"about_ca_topic_score_gemma":0.002212521,"domain_scores_codex":[0.9941899,0.004427927,0.0003951524,0.0003907147,0.0002184627,0.0003779063],"domain_scores_gemma":[0.9967768,0.001140834,0.0008153858,0.000309282,0.0002390905,0.0007186194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.93117,0.0207903,0.001955378,0.004491097,0.002076536,0.00009344764,0.000457816,0.001188186,0.0006445158,0.0004527898,0.0009002912,0.03577961],"study_design_scores_gemma":[0.9120033,0.08201565,0.00239046,0.0003948177,0.0007375737,0.00003542594,0.0001430524,0.0009849088,0.0001631103,0.0005167766,0.0005866128,0.00002837989],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9611241,0.003946783,0.001570059,0.0008078009,0.000560567,0.02973972,0.0004651445,0.00009782258,0.00168805],"genre_scores_gemma":[0.9592316,0.001152361,0.005708389,0.0007200256,0.0001710644,0.03180617,0.0001905216,0.000009739075,0.001010028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00650938,"threshold_uncertainty_score":0.03393853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05341288316100439,"score_gpt":0.3531985833858485,"score_spread":0.2997857002248441,"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."}}