{"id":"W2948613847","doi":"10.1186/s13071-019-3547-z","title":"Malaria smear positivity among Kenyan children peaks at intermediate temperatures as predicted by ecological models","year":2019,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Malaria Research and Control","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Stanford Woods Institute for the Environment; National Institutes of Health; Child and Family Research Institute; National Science Foundation","keywords":"Kenya; Entomology; Parasitology; Malaria; Tropical medicine; Biology; Ecology; Medical microbiology; Environmental health; Veterinary medicine; Zoology; Immunology; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003227508,0.0003440926,0.0005859733,0.0001445859,0.0001437006,0.0000916426,0.0002751217,0.0002951969,0.003636436],"category_scores_gemma":[0.0002858569,0.0002626248,0.0002218793,0.0002199126,0.0001753016,0.0002179092,0.0001910973,0.0007206473,0.0004395611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865391,"about_ca_system_score_gemma":0.000113001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004502526,"about_ca_topic_score_gemma":0.00005758804,"domain_scores_codex":[0.997382,0.0002538365,0.0003234821,0.0006410529,0.0006172697,0.0007823547],"domain_scores_gemma":[0.9984587,0.0002295138,0.0001018624,0.0005082252,0.000122539,0.0005792009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001028084,0.000340387,0.9598953,0.00002959949,0.0003142832,0.00008326455,0.0001504816,0.00002589768,0.03307344,0.0002866748,0.004626921,0.0001457285],"study_design_scores_gemma":[0.002412281,0.001097516,0.9877539,0.00005960026,0.0001075047,0.00007091417,0.0000194416,0.00392396,0.004074538,0.0001173187,0.0001009756,0.0002621088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916625,0.0002901579,0.00001709548,0.0007176567,0.0001641718,0.001475138,0.0001668423,0.0002018439,0.005304602],"genre_scores_gemma":[0.9946153,0.00005320685,0.00003242121,0.0004268205,0.0002065801,0.00008531353,0.0006957479,0.00004454605,0.003840071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02899891,"threshold_uncertainty_score":0.9999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004709175666427093,"score_gpt":0.2412026593960065,"score_spread":0.2364934837295794,"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."}}