{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001111425,0.00009902989,0.0003667862,0.00004078108,0.0001306026,0.000008803267,0.00007273362,0.00004085891,0.000006087304],"category_scores_gemma":[0.000347016,0.00007929218,0.00001599769,0.0001899315,0.000286027,0.0001072179,0.0002735814,0.0001535567,3.525581e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007200293,"about_ca_system_score_gemma":0.00008969966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000449564,"about_ca_topic_score_gemma":0.000187176,"domain_scores_codex":[0.9983999,0.0002028639,0.0003567777,0.000301015,0.0004831787,0.0002562242],"domain_scores_gemma":[0.9992214,0.0001555191,0.0001218043,0.0002930639,0.00006506192,0.0001431474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001815338,0.0002729252,0.9785066,0.005170838,0.0000281278,0.000001743887,0.002114177,0.00007391282,0.00815034,0.0003534574,0.0001649204,0.004981463],"study_design_scores_gemma":[0.0005604875,0.0003561446,0.9913307,0.001136657,0.00001687932,0.000003709171,0.0003904887,0.005298037,0.000446144,0.0003884008,0.00001543147,0.00005693153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986109,0.004725342,0.00008193494,0.008247841,0.00001049082,0.0006927692,0.0001110417,0.00001254187,0.000009003819],"genre_scores_gemma":[0.9693809,0.03028497,0.0001591801,0.00004201274,0.00001550273,0.00002813884,0.00001336213,0.000008806546,0.00006710994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02555962,"threshold_uncertainty_score":0.3233441,"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."}}