{"id":"W3042838031","doi":"10.1089/vbz.2020.2662","title":"Integrated Approaches in Support of Taxonomic Identification of Mosquitoes (Diptera: Culicidae) in Vector Surveillance in Spain","year":2020,"lang":"en","type":"article","venue":"Vector-Borne and Zoonotic Diseases","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Aedes; Internal transcribed spacer; Zoology; Vector (molecular biology); Genetic divergence; Genus; Entomology; Anopheles; Phylogenetic tree; Ecology; Genetics; Genetic diversity; Gene; Malaria; Larva; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003520199,0.0004859072,0.0004512371,0.002258793,0.0002475541,0.001233921,0.0005737473,0.0003995326,0.0007580998],"category_scores_gemma":[0.002189067,0.0001532359,0.0003599474,0.001732708,0.0001817436,0.0003880239,0.001000736,0.0003584712,0.0003971834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164865,"about_ca_system_score_gemma":0.001541202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02924166,"about_ca_topic_score_gemma":0.02748786,"domain_scores_codex":[0.9986649,0.0005236589,0.0001207791,0.0003179963,0.000183017,0.0001896924],"domain_scores_gemma":[0.9978009,0.0002699164,0.0004507799,0.0001672864,0.001029881,0.00028119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008985086,0.0004081052,0.7285786,0.0006034088,0.0002241164,0.0005439906,0.003062123,0.003407317,0.02902304,0.0004526537,0.002236845,0.2305613],"study_design_scores_gemma":[0.00008258645,0.0004751276,0.9620666,0.0004610174,0.0001970186,0.0003208846,0.005169329,0.01226232,0.005119813,0.0005491576,0.01325674,0.00003951582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742953,0.003467482,0.01131012,0.0003295029,0.00008979153,0.0002167087,0.003054855,0.0002923179,0.0069441],"genre_scores_gemma":[0.9671903,0.001243803,0.02432559,0.0001407253,0.00004377177,0.0001769196,0.005030263,0.00004017164,0.001808427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02924166,"threshold_uncertainty_score":0.0581429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622915687892054,"score_gpt":0.2410650523090219,"score_spread":0.2148358954301014,"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."}}