{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01314791,0.0008409222,0.0002918533,0.001116092,0.0007918559,0.001057526,0.0006599177,0.0004290763,0.002139757],"category_scores_gemma":[0.009808766,0.0002646819,0.0005317323,0.0009065713,0.0003817551,0.0009258823,0.001129912,0.0003191342,0.0001857471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005751534,"about_ca_system_score_gemma":0.009767656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03906405,"about_ca_topic_score_gemma":0.04128304,"domain_scores_codex":[0.9961229,0.002272028,0.0003922564,0.0002213399,0.0004644692,0.000527059],"domain_scores_gemma":[0.9958592,0.0006997328,0.0007175137,0.0001097844,0.00183878,0.0007749854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00271871,0.00259876,0.7199507,0.002741625,0.0005183372,0.001130276,0.004654736,0.008443341,0.005439357,0.0008472334,0.009621806,0.2413351],"study_design_scores_gemma":[0.0006837877,0.01196809,0.9398032,0.001283194,0.0003912475,0.0003489794,0.01406676,0.008553292,0.005148704,0.0001805515,0.01751185,0.00006033548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9738482,0.001234291,0.002186172,0.002169187,0.0001167985,0.007074215,0.005514792,0.0001178112,0.007738594],"genre_scores_gemma":[0.9798706,0.000942872,0.007076431,0.0004557018,0.00003505189,0.004130814,0.006047331,0.000008179034,0.001433047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03906405,"threshold_uncertainty_score":0.07767332,"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."}}