{"id":"W3038103016","doi":"10.4046/trd.2020.0016","title":"Tuberculosis Surveillance and Monitoring under the National Public-Private Mix Tuberculosis Control Project in South Korea 2016–2017","year":2020,"lang":"en","type":"article","venue":"Tuberculosis & respiratory diseases","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Centers for Disease Control and Prevention; Centers for Disease Control and Prevention; Ministry of Health and Welfare","keywords":"Medicine; Tuberculosis; Notifiable disease; Sputum; Tuberculosis control; Disease control; Environmental health; Sputum culture; Cohort; Quarter (Canadian coin); Infection control; Internal medicine; Surgery; Population; 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001524978,0.0008119586,0.001409079,0.0005682036,0.0004867534,0.0002512427,0.0006400901,0.0003767286,0.0001646845],"category_scores_gemma":[0.00442531,0.0005958638,0.0005377442,0.0013696,0.0007407998,0.0005842477,0.0003758481,0.00102917,0.0001708929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004269995,"about_ca_system_score_gemma":0.0006648772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000236729,"about_ca_topic_score_gemma":0.00007058082,"domain_scores_codex":[0.9926816,0.001576976,0.001153681,0.001534414,0.001497237,0.001556066],"domain_scores_gemma":[0.9955106,0.001526939,0.0002941091,0.0007933238,0.0005716785,0.001303362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009038437,0.0003972792,0.9732381,0.0003584234,0.0008679317,0.00008281913,0.0004709194,0.0001595461,0.004113222,0.0004891985,0.01689495,0.00202377],"study_design_scores_gemma":[0.004477981,0.0005091007,0.9692091,0.0002081402,0.0003209839,0.00003657429,0.0007821336,0.001492686,0.0004618489,0.0001864525,0.02155559,0.0007594542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271401,0.01287157,0.00004717065,0.05595642,0.0001705988,0.001966965,0.000592767,0.0002971664,0.0009572416],"genre_scores_gemma":[0.9755011,0.001462502,0.00007812272,0.0208165,0.001213808,0.0006961775,0.0000789911,0.0001188943,0.00003387619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04836102,"threshold_uncertainty_score":0.9996493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07201287041536115,"score_gpt":0.337905312694574,"score_spread":0.2658924422792129,"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."}}