{"id":"W3138160634","doi":"10.2196/27590","title":"Epidemiology of Diphtheria in Yemen, 2017-2018: Surveillance Data Analysis","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diphtheria; Epidemiology; Population; Incidence (geometry); Tonsillitis; Vaccination; Pediatrics; Demography; Environmental health; Immunology; 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":[0.002866133,0.000208691,0.0007967814,0.0001161943,0.00006417054,0.00001438246,0.0004208911,0.0001796303,0.00005529865],"category_scores_gemma":[0.001171355,0.0002007241,0.0000916123,0.0006266806,0.0001483852,0.00001523646,0.000345475,0.0001278786,0.000003290075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002202446,"about_ca_system_score_gemma":0.000668898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001691527,"about_ca_topic_score_gemma":0.005605658,"domain_scores_codex":[0.9965965,0.00105767,0.0007373777,0.0008432253,0.0001256904,0.000639507],"domain_scores_gemma":[0.9975993,0.0001612281,0.0003316742,0.001418924,0.0001486772,0.0003401979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005593515,0.0001195802,0.9898919,0.00009756866,0.0001698564,0.000006806853,0.00006464036,0.000004446011,0.001004949,0.0001242588,0.001856419,0.006603579],"study_design_scores_gemma":[0.0005776752,0.0001458223,0.8350989,0.000004677092,0.000001784103,0.00001724921,0.0001034214,0.0002259724,0.00002272413,0.0000421663,0.1635426,0.0002170082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766785,0.01537291,0.001268063,0.003943252,0.0002821194,0.0002710493,0.0006655729,0.00001971337,0.001498809],"genre_scores_gemma":[0.991861,0.003222086,0.0005618535,0.001263508,0.0001330025,0.00002639871,0.002490623,0.00001861227,0.0004228766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1616862,"threshold_uncertainty_score":0.8185291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07721050826496074,"score_gpt":0.3541513833569242,"score_spread":0.2769408750919635,"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."}}