{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001126519,0.0002654134,0.0002324682,0.0004686273,0.000539799,0.0007775579,0.0007436795,0.0003832242,0.0009072791],"category_scores_gemma":[0.003403203,0.0005000405,0.0004324869,0.0008494529,0.0003110698,0.0005930891,0.0007106988,0.0007076457,0.0001662549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001347677,"about_ca_system_score_gemma":0.001197293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1267154,"about_ca_topic_score_gemma":0.1813499,"domain_scores_codex":[0.9988546,0.0003430916,0.0001312362,0.0003098791,0.0001730264,0.0001881811],"domain_scores_gemma":[0.996461,0.0002927544,0.002018156,0.0002776838,0.0003595767,0.000590849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000320343,0.00003295654,0.9994119,0.000004158223,0.00002142119,0.00001384142,0.0001162772,0.00001268047,0.00004924644,0.000005814656,0.0000598801,0.0002397585],"study_design_scores_gemma":[0.000003569387,0.00005371842,0.9994767,0.00000663488,0.00001165684,0.00002554548,0.0002232173,0.0001165557,0.00001329594,0.00000263978,0.00006486498,0.00000177569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990084,0.00007782524,0.00005954931,0.00004008072,0.000004001325,0.00002395514,0.0006129278,0.000002270366,0.0001710379],"genre_scores_gemma":[0.9993708,0.0000542981,0.00007795139,0.00002956572,0.000002699765,0.0000179474,0.0003497638,0.000001528409,0.0000955382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1267154,"threshold_uncertainty_score":0.2519557,"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."}}