{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001234144,0.0006101732,0.0005288959,0.003682648,0.0002960807,0.000740149,0.0005666248,0.0002933023,0.00114034],"category_scores_gemma":[0.002338197,0.0002995549,0.0004982325,0.005979576,0.0002387815,0.0006030153,0.0007825486,0.0003193482,0.0003227948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001736931,"about_ca_system_score_gemma":0.001827648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04415421,"about_ca_topic_score_gemma":0.03255546,"domain_scores_codex":[0.9988869,0.0002008662,0.0003589937,0.0002092308,0.0001655801,0.0001784081],"domain_scores_gemma":[0.9981988,0.0001494469,0.001018882,0.0001018728,0.0004218257,0.0001091744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008190044,0.00001346308,0.99205,0.0002313163,0.0001131404,0.000143454,0.00014981,0.0001994624,0.0002259779,0.00003707567,0.002053215,0.00470108],"study_design_scores_gemma":[0.00001284395,0.00005220262,0.9955956,0.0001600963,0.00007668006,0.0004059944,0.0006513431,0.0004492894,0.0002508308,0.00001987588,0.002316717,0.000008492005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8839934,0.004157101,0.0006435731,0.0003488928,0.00003063799,0.0002626507,0.1089396,0.00009159898,0.001532399],"genre_scores_gemma":[0.9052852,0.004172102,0.001442759,0.0001185408,0.00004312652,0.0005160088,0.08790267,0.0000158619,0.0005036693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04415421,"threshold_uncertainty_score":0.08779442,"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."}}