{"id":"W4206232427","doi":"10.2196/36631","title":"Evaluation of a Dengue Surveillance Control Program, Yemen, Hodeiadah (2021)","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dengue fever; Representativeness heuristic; Medicine; Data quality; Disease surveillance; Case fatality rate; Environmental health; Outbreak; Data collection; Preparedness; Disease control; Medical emergency; Epidemiology; Operations management; Statistics; Population; Metric (unit); Virology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003335919,0.0001733221,0.000429372,0.0001445103,0.0001395364,0.00001957396,0.0002149455,0.000040724,0.001475207],"category_scores_gemma":[0.001020063,0.0001771564,0.0001245282,0.0005828527,0.00008194423,0.0001126411,0.0001199766,0.0002228791,0.00002770826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002795331,"about_ca_system_score_gemma":0.0004035757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006048609,"about_ca_topic_score_gemma":0.000009642395,"domain_scores_codex":[0.9967604,0.0001162355,0.0004068137,0.0004272127,0.00196165,0.0003277465],"domain_scores_gemma":[0.9979475,0.0000638928,0.0002701756,0.0003039573,0.001266778,0.0001477295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001375153,0.002280837,0.5973253,0.000580024,0.0008697401,0.00005148524,0.001667485,0.0002902723,0.03115266,0.0006586722,0.04970704,0.3140413],"study_design_scores_gemma":[0.02441778,0.002184366,0.7746117,0.0001747865,0.001310045,0.0001872654,0.002714039,0.05601991,0.002355391,0.001134415,0.1339398,0.0009504784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850805,0.001300604,0.00006710035,0.0007095406,0.000288901,0.002267208,0.0003824049,0.0002363408,0.009667391],"genre_scores_gemma":[0.9980024,0.00001648272,0.0004430444,0.0002756634,0.0001559892,0.000758565,0.0001614042,0.0000356124,0.0001508689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3130909,"threshold_uncertainty_score":0.9994376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02639768249031041,"score_gpt":0.3198583908108051,"score_spread":0.2934607083204946,"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."}}