{"id":"W3195455351","doi":"10.2196/27626","title":"Evaluation of the National Tuberculosis Surveillance System in Sana’a, Yemen, 2018: Observational Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tuberculosis; Medicine; Environmental health; Public health surveillance; Public health; Disease surveillance; Population; Observational study; Tuberculosis diagnosis; Tuberculosis control; Family medicine; Medical emergency; Mycobacterium tuberculosis; Nursing; Internal medicine; Pathology","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":[0.005597928,0.0006747651,0.0005248337,0.001411755,0.0009975329,0.0007718152,0.0007029179,0.0006226847,0.001470731],"category_scores_gemma":[0.008828317,0.0004985891,0.000683967,0.002382382,0.0008666525,0.001347833,0.001235244,0.0006518327,0.0002533983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00310272,"about_ca_system_score_gemma":0.002910544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02025814,"about_ca_topic_score_gemma":0.02081296,"domain_scores_codex":[0.9965916,0.001643927,0.0005766847,0.0002884736,0.0003253238,0.0005740596],"domain_scores_gemma":[0.9944695,0.001414917,0.00225404,0.0003372304,0.001137728,0.0003866631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001387277,0.000218097,0.994871,0.0001851514,0.00007047428,0.0001624718,0.001743656,0.00007695174,0.0001057237,0.00002777951,0.0003327793,0.002067221],"study_design_scores_gemma":[0.0000386607,0.0008150315,0.9858019,0.0001212783,0.00007141392,0.0002391883,0.01160648,0.000408607,0.0002013935,0.00001756524,0.0006625704,0.00001606719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985518,0.0002176418,0.00006914667,0.00008015939,0.000003209879,0.0001306332,0.0006821151,0.000002860689,0.0002624413],"genre_scores_gemma":[0.9985307,0.0001499049,0.0001176903,0.00004881961,0.000005829008,0.0001826957,0.0008803169,0.000001526775,0.00008244844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02025814,"threshold_uncertainty_score":0.0402804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2116405053033299,"score_gpt":0.4303695466787005,"score_spread":0.2187290413753706,"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."}}