{"id":"W4212937399","doi":"10.3201/eid2803.211919","title":"Retrospective Cohort Study of Effects of the COVID-19 Pandemic on Tuberculosis Notifications, Vietnam, 2020","year":2022,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Pandemic; Medicine; Quarter (Canadian coin); Retrospective cohort study; Coronavirus disease 2019 (COVID-19); Cohort study; Cohort; Multi-drug-resistant tuberculosis; Virology; Disease; Internal medicine; Mycobacterium tuberculosis; Infectious disease (medical specialty); Geography; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005794963,0.0001715443,0.0005601353,0.000200911,0.0004819998,0.000004556942,0.0002034655,0.00004070784,0.0003372141],"category_scores_gemma":[0.0058482,0.0001295681,0.0002584541,0.0008499028,0.0001548026,0.0000319486,0.0002103474,0.0004134467,0.000006506885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006331907,"about_ca_system_score_gemma":0.0002361231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182742,"about_ca_topic_score_gemma":0.0001294638,"domain_scores_codex":[0.9971464,0.001031026,0.0004326117,0.0004244615,0.0006860157,0.0002794908],"domain_scores_gemma":[0.9979768,0.0007249,0.000243749,0.0007106913,0.0001314779,0.0002124253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001994252,0.002565761,0.9836524,0.0002453718,0.0005620273,0.00001198861,0.0004723021,0.001917443,0.0007127906,0.0001439028,0.00934674,0.0001698111],"study_design_scores_gemma":[0.00159166,0.001785495,0.9944445,0.00002746859,0.0004716169,0.00002963314,0.0003897787,0.0001504873,0.00006071826,0.0001971725,0.0007448929,0.0001065161],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947797,0.0004947943,0.00001669976,0.001897982,0.0003334529,0.001945955,0.00006259826,0.0001001606,0.0003686547],"genre_scores_gemma":[0.9975734,0.0001786442,0.000001990551,0.001260621,0.00007828532,0.0007562253,0.00002786474,0.00002435387,0.00009857674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079212,"threshold_uncertainty_score":0.7001264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01792360251143362,"score_gpt":0.3283758661646298,"score_spread":0.3104522636531962,"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."}}