{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008191389,0.0003408708,0.00222803,0.0004972964,0.00007442526,0.00001640619,0.0001571941,0.0003402892,0.0005986741],"category_scores_gemma":[0.01591627,0.0002181248,0.0003127447,0.0007252278,0.0004841435,0.0001044081,0.0001008897,0.0003414853,0.00007086031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002617055,"about_ca_system_score_gemma":0.000339789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001070068,"about_ca_topic_score_gemma":0.0001542847,"domain_scores_codex":[0.9968365,0.0002840236,0.001018074,0.0007141447,0.0004000766,0.000747155],"domain_scores_gemma":[0.9954677,0.003104378,0.0001065142,0.0006255275,0.0003321868,0.0003637391],"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":[0.9064437,0.002645397,0.009015677,0.0003589983,0.001107952,0.0006274125,0.0005664335,0.00000287949,0.004465549,0.0004547996,0.007485463,0.06682577],"study_design_scores_gemma":[0.9758262,0.007253634,0.0002410726,0.0006546791,0.0004295733,0.0001929193,0.0006812245,0.001761689,0.002028352,0.001014422,0.009702041,0.0002142166],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.893114,0.005072258,0.0002898456,0.09016839,0.0004194497,0.006039022,0.00005156403,0.0001344234,0.004711062],"genre_scores_gemma":[0.9857069,0.00317606,0.0009869649,0.001973435,0.001126872,0.002830267,0.000503978,0.00005849215,0.003636987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09259297,"threshold_uncertainty_score":0.9923731,"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."}}