{"id":"W4411377626","doi":"10.3390/insects16060637","title":"Development of a New Trapping System with Potential Implementation as a Tool for Mosquito-Borne Arbovirus Surveillance","year":2025,"lang":"en","type":"article","venue":"Insects","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Fundação Oswaldo Cruz; Fundação de Amparo à Ciência e Tecnologia do Estado de Pernambuco; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Chikungunya; Arbovirus; Biology; Arbovirus Infections; Dengue fever; Aedes aegypti; Virology; Aedes; Transmission (telecommunications); Virus; Ecology; Larva","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001619285,0.000145896,0.0003260944,0.0001061642,0.00007686419,0.00002386212,0.0000782088,0.00004795819,0.00003174293],"category_scores_gemma":[0.00002335,0.0001226056,0.00008845463,0.0002100864,0.00001500512,0.00004621393,0.00001956495,0.00004923412,0.000003462753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123352,"about_ca_system_score_gemma":0.001146218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002433792,"about_ca_topic_score_gemma":0.0001833635,"domain_scores_codex":[0.9988462,0.00001948541,0.0003922698,0.0002714124,0.0002277464,0.0002429154],"domain_scores_gemma":[0.999384,0.00003441291,0.0001362014,0.0002138716,0.0001435542,0.00008789413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01889877,0.0007474176,0.02433723,0.008107975,0.00303956,0.0001868532,0.00387321,0.0002589422,0.2474712,0.0200774,0.006514251,0.6664872],"study_design_scores_gemma":[0.04891903,0.001954957,0.8227906,0.002776051,0.001071245,0.00008786308,0.005593489,0.004521417,0.08724868,0.0001864072,0.0239237,0.0009265068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639904,0.0004413335,0.03302611,0.0003304683,0.0001714945,0.00140788,0.00002018271,0.00006480417,0.0005473475],"genre_scores_gemma":[0.996887,0.000004435421,0.002136622,0.0002778161,0.0001182339,0.0001830892,0.00005386679,0.00001594308,0.0003229544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7984534,"threshold_uncertainty_score":0.4999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166013793415198,"score_gpt":0.2937115742405595,"score_spread":0.2820514363064076,"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."}}