{"id":"W2804530867","doi":"10.1126/sciadv.aat0496","title":"Rapid, noninvasive detection of Zika virus in <i>Aedes aegypti</i> mosquitoes by near-infrared spectroscopy","year":2018,"lang":"en","type":"article","venue":"Science Advances","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Ministério da Ciência, Tecnologia, Inovações e Comunicações; Government of Canada; Ministerio de Economía y Competitividad; United States Agency for International Development; Grand Challenges Canada; U.S. Department of Agriculture","keywords":"Arbovirus; Zika virus; Aedes aegypti; Chikungunya; Virology; Aedes; Biology; Arbovirus Infections; Vector (molecular biology); Outbreak; Dengue fever; Virus; Ecology; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001213233,0.0007225833,0.0003553591,0.0004917486,0.0001554899,0.0006480606,0.0002775074,0.0003462914,0.00119412],"category_scores_gemma":[0.001010319,0.0002967465,0.0003594559,0.0002208612,0.0002313156,0.0005317574,0.0002890164,0.0005835732,0.0005414181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004596709,"about_ca_system_score_gemma":0.0002804296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002485731,"about_ca_topic_score_gemma":0.006725158,"domain_scores_codex":[0.9992751,0.0001959006,0.00004083563,0.0001939979,0.0002406153,0.00005347795],"domain_scores_gemma":[0.9994602,0.0001685142,0.0001407701,0.00003606139,0.0001687782,0.00002563655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003454458,0.0001574748,0.0516572,0.0002643271,0.0001096475,0.00004896998,0.0001197366,0.001384061,0.9046584,0.0002994493,0.002084712,0.03887055],"study_design_scores_gemma":[0.00009185245,0.00175699,0.1939069,0.0001213774,0.0003851119,0.001057189,0.0004288837,0.04841279,0.7420117,0.0006066174,0.01108643,0.0001341412],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.899085,0.004321135,0.08277401,0.000682631,0.0002614098,0.0004718766,0.004975647,0.0008196397,0.006608624],"genre_scores_gemma":[0.9124873,0.002481503,0.07764652,0.0003904304,0.00008187332,0.0002126506,0.002853593,0.00005309309,0.003793055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002485731,"threshold_uncertainty_score":0.006416261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006813286790369449,"score_gpt":0.2788591207982837,"score_spread":0.2720458340079142,"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."}}