{"id":"W4380200270","doi":"10.1016/j.onehlt.2023.100581","title":"One piece of the puzzle: Modeling vector presence and environment reveals seasonality, distribution, and prevalence of sandflies and Leishmania in an expansion area","year":2023,"lang":"en","type":"article","venue":"One Health","topic":"Research on Leishmaniasis Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pan American Health Organization; Fundação Araucária; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Universität Innsbruck; International Development Research Centre","keywords":"Vector (molecular biology); Biological dispersal; Biology; Lutzomyia; Ecology; Abundance (ecology); Leishmania infantum; Relative species abundance; Sandfly; Leishmaniasis; Seasonality; Leishmania; Relative humidity; Veterinary medicine; Geography; Visceral leishmaniasis; Psychodidae; Parasite hosting; Population; Meteorology; Immunology; Demography","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":[0.002815372,0.001097905,0.0009516898,0.0008243262,0.0007331626,0.001702962,0.001408642,0.001980825,0.001345832],"category_scores_gemma":[0.006124203,0.0006140657,0.001613154,0.0007778217,0.0007037585,0.00145202,0.0009840704,0.001595415,0.0002624887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004374284,"about_ca_system_score_gemma":0.001096349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02743233,"about_ca_topic_score_gemma":0.01909129,"domain_scores_codex":[0.9992181,0.0004045125,0.00003676478,0.0002553155,0.00002273223,0.00006253841],"domain_scores_gemma":[0.9974341,0.001952328,0.000227789,0.0001151219,0.0001236603,0.0001469787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002140758,0.0002813911,0.4184753,0.0001882382,0.001200682,0.0003403502,0.0005740116,0.5272868,0.001079107,0.002577457,0.006816151,0.04096644],"study_design_scores_gemma":[0.00004963918,0.0001311058,0.02838036,0.00005460014,0.0001317048,0.0001068007,0.0003537208,0.9658822,0.0001163967,0.003485793,0.001272264,0.00003530263],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253485,0.00317381,0.05343366,0.01425682,0.0002802436,0.00006923793,0.001374364,0.0006056132,0.001457609],"genre_scores_gemma":[0.9778447,0.0006556732,0.01885654,0.0004494112,0.0002804235,0.00005177903,0.0007038661,0.00009988478,0.001057682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02743233,"threshold_uncertainty_score":0.05454528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08223465458818499,"score_gpt":0.3341148861664658,"score_spread":0.2518802315782808,"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."}}