{"id":"W4282943216","doi":"10.2196/38247","title":"Programmatic Adoption and Implementation of Video-Observed Therapy in Minnesota: Prospective Observational Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Minority Health and Health Disparities; National Institutes of Health; Small Business Innovation Research","keywords":"Medicine; Directly Observed Therapy; Coronavirus disease 2019 (COVID-19); Observational study; Cohort; Cohort study; Prospective cohort study; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Tuberculosis; Internal medicine","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":[0.005247528,0.0001066226,0.0003581061,0.000500632,0.0002307144,0.00001570044,0.0001136486,0.00003530102,0.0002916499],"category_scores_gemma":[0.000194838,0.00008836467,0.00004617198,0.001032709,0.0001558157,0.0003008239,0.0002093749,0.0006125714,0.000004691229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004263689,"about_ca_system_score_gemma":0.0002256317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007909879,"about_ca_topic_score_gemma":0.0002302311,"domain_scores_codex":[0.9963349,0.001310155,0.0005239454,0.0002695756,0.001120584,0.0004408168],"domain_scores_gemma":[0.9987051,0.0004374734,0.0001095897,0.0001967948,0.0004521216,0.00009886997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007723753,0.001177196,0.9744204,0.00009962253,0.0001175674,0.000008495732,0.01167361,0.000006375373,0.0007989276,0.0006244084,0.0005691408,0.009731854],"study_design_scores_gemma":[0.003451516,0.006411887,0.9594041,0.0000163261,0.0000049224,0.00001078331,0.0290622,0.0005985635,0.0002185377,0.0005357438,0.0002206946,0.00006474632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917008,0.0001286797,0.000008438661,0.001577305,0.00002040502,0.006334419,0.00002043887,0.00001463878,0.0001948266],"genre_scores_gemma":[0.9948429,0.0001423746,0.0001181421,0.00004827623,0.00002384317,0.004637437,0.0001310168,0.00001203025,0.00004398931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01738859,"threshold_uncertainty_score":0.3603407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1521092764253785,"score_gpt":0.4793820465136843,"score_spread":0.3272727700883058,"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."}}