{"id":"W2149406369","doi":"10.1186/1756-3305-4-144","title":"Surveillance of vector populations and malaria transmission during the 2009/10 El Niño event in the western Kenya highlands: opportunities for early detection of malaria hyper-transmission","year":2011,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Malaria Research and Control","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Malaria; Plasmodium falciparum; Circumsporozoite protein; Vector (molecular biology); Transmission (telecommunications); Parasitology; Biology; Anopheles gambiae; Merozoite surface protein; Veterinary medicine; Virology; Anopheles; Malaria vaccine; Immunology; Zoology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0006245878,0.0001622842,0.0003200634,0.0001522835,0.0001276494,0.00001578709,0.0001485358,0.0001010857,0.0001031914],"category_scores_gemma":[0.00008381122,0.00009517862,0.0001191634,0.0001837361,0.00008902466,0.00009594601,0.00001386479,0.0001818286,0.000001013263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002151478,"about_ca_system_score_gemma":0.00005626441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008945661,"about_ca_topic_score_gemma":0.000200487,"domain_scores_codex":[0.9985837,0.0002182364,0.0004108381,0.0002030577,0.0003101162,0.0002740725],"domain_scores_gemma":[0.9991512,0.000224754,0.000136364,0.0002661649,0.0001184368,0.0001030541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003581579,0.0002936601,0.8743982,0.0004966589,0.00009541583,0.00001222388,0.003218855,0.00001253442,0.1098759,0.0004178135,0.00002207347,0.007575108],"study_design_scores_gemma":[0.001578114,0.0005489913,0.9864157,0.000141096,0.00006833235,0.0000191011,0.0002323908,0.0005279846,0.009911648,0.00009389263,0.0003658478,0.00009694711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946463,0.00088463,0.001941648,0.001247684,0.00005249676,0.001030559,0.00003097993,0.00001806561,0.0001476839],"genre_scores_gemma":[0.9991459,0.0001605328,0.0001324685,0.00002079893,0.00005655611,0.0000968094,0.00001794102,0.00001946085,0.000349566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1120174,"threshold_uncertainty_score":0.3881271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04919649061455746,"score_gpt":0.293289347614945,"score_spread":0.2440928570003876,"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."}}