{"id":"W4220888310","doi":"10.1016/s2214-109x(22)00133-4","title":"Syndromic surveillance with monthly aggregate health systems information data for COVID-19 pandemic response in Neno, Malawi: a monitoring study","year":2022,"lang":"en","type":"article","venue":"The Lancet Global Health","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Public health; Context (archaeology); Public health surveillance; Malaria; Coronavirus disease 2019 (COVID-19); Outbreak; Psychological intervention; Environmental health; Health facility; Demography; Epidemiology; Pediatrics; Population; Geography; Disease; Virology; Internal medicine; Infectious disease (medical specialty); Health services; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00385712,0.0005811847,0.0003348588,0.002042847,0.0005668427,0.001041436,0.0007615093,0.0005440652,0.0006444996],"category_scores_gemma":[0.011517,0.0004657517,0.0006947122,0.002814209,0.0005417916,0.001343217,0.001510574,0.0007711634,0.0001381649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002166543,"about_ca_system_score_gemma":0.001860142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1301008,"about_ca_topic_score_gemma":0.1134508,"domain_scores_codex":[0.9969984,0.001579645,0.0002618487,0.0003694407,0.0003122578,0.0004784907],"domain_scores_gemma":[0.9929516,0.001592271,0.003155889,0.0006070624,0.001232621,0.0004606162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004005169,0.00006189864,0.9960974,0.00003957265,0.0001233898,0.00004191844,0.0004290521,0.0002035029,0.00007675486,0.0000320803,0.0002897077,0.002564692],"study_design_scores_gemma":[0.00001055273,0.00009138435,0.995708,0.00003822028,0.00006073072,0.00009009326,0.0006584175,0.00283183,0.00007505281,0.00001892366,0.0004104398,0.000006314197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967839,0.0002145015,0.000412385,0.0001425016,0.000004958384,0.00009266958,0.002153594,0.000008150316,0.0001874251],"genre_scores_gemma":[0.9962986,0.000178708,0.0009147568,0.00006121799,0.00001438875,0.0001720766,0.002236465,0.000003504085,0.0001202757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1301008,"threshold_uncertainty_score":0.2586871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4009740330902183,"score_gpt":0.5036320189572895,"score_spread":0.1026579858670711,"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."}}