{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T16:12:19Z","timestamp":1787069539859,"version":"build-2736575974"},"reference-count":63,"publisher":"Wiley","issue":"2","license":[{"start":{"date-parts":[[2024,12,13]],"date-time":"2024-12-13T00:00:00Z","timestamp":1734048000000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/onlinelibrary.wiley.com\/termsAndConditions#vor"}],"funder":[{"DOI":"10.13039\/501100002322","name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100002322","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003593","name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["resjournals.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Medical Vet Entomology"],"published-print":{"date-parts":[[2025,6]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>\n                    The 158 bug species that make up the subfamily Triatominae are the potential vectors of\n                    <jats:italic>Trypanosoma cruzi<\/jats:italic>\n                    , the etiological agent of Chagas disease. Despite recent progress in developing a picture\u2010based automated system for identification of triatomines, an extensive and diverse image database is required for a broadly useful automated application for identifying these vectors. We evaluated performance of a deep\u2010learning network (AlexNet) for identifying triatomine species from a database of dorsal images of adult insects. We used a sample of photos of 6397 triatomines belonging to seven genera and 65 species from 27 countries. AlexNet had an accuracy of ~0.93 (95% confidence interval [CI], 0.91\u20130.94) for identifying triatomine species from pictures of varying resolutions. Highest specific accuracy was observed for 21 species in the genera\n                    <jats:italic>Rhodnius<\/jats:italic>\n                    and\n                    <jats:italic>Panstrongylus<\/jats:italic>\n                    . AlexNet performance improved to ~0.95 (95% CI, 0.93\u20130.96) when only the species with highest vectorial capacity were considered. These results show that AlexNet, when trained with a large, diverse, and well\u2010structured picture set, exhibits excellent performance for identifying triatomine species. This study contributed to the development of an automated Chagas disease vector identification system.\n                  <\/jats:p>","DOI":"10.1111\/mve.12780","type":"journal-article","created":{"date-parts":[[2024,12,13]],"date-time":"2024-12-13T07:49:37Z","timestamp":1734076177000},"page":"291-300","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Automated identification of Chagas disease vectors using\n                    <scp>AlexNet<\/scp>\n                    pre\u2010trained convolutional neural networks"],"prefix":"10.1111","volume":"39","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1788-0959","authenticated-orcid":false,"given":"Vin\u00edcius L.","family":"Miranda","sequence":"first","affiliation":[{"name":"Laborat\u00f3rio de Parasitologia M\u00e9dica e Biologia de Vetores, Faculdade de Medicina Universidade de Bras\u00edlia  Bras\u00edlia Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5272-0964","authenticated-orcid":false,"given":"Jo\u00e3o P. S.","family":"Oliveira\u2010Correia","sequence":"additional","affiliation":[{"name":"Laborat\u00f3rio Nacional e Internacional de Refer\u00eancia em Taxonomia de Triatom\u00edneos Instituto Oswaldo Cruz  Rio de Janeiro Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4027-9205","authenticated-orcid":false,"given":"Cleber","family":"Galv\u00e3o","sequence":"additional","affiliation":[{"name":"Laborat\u00f3rio Nacional e Internacional de Refer\u00eancia em Taxonomia de Triatom\u00edneos Instituto Oswaldo Cruz  Rio de Janeiro Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6872-0096","authenticated-orcid":false,"given":"Marcos T.","family":"Obara","sequence":"additional","affiliation":[{"name":"Laborat\u00f3rio de Parasitologia M\u00e9dica e Biologia de Vetores, Faculdade de Medicina Universidade de Bras\u00edlia  Bras\u00edlia Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0243-2379","authenticated-orcid":false,"given":"A. Townsend","family":"Peterson","sequence":"additional","affiliation":[{"name":"Biodiversity Institute University of Kansas  Lawrence Kansas USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8252-8690","authenticated-orcid":false,"given":"Rodrigo","family":"Gurgel\u2010Gon\u00e7alves","sequence":"additional","affiliation":[{"name":"Laborat\u00f3rio de Parasitologia M\u00e9dica e Biologia de Vetores, Faculdade de Medicina Universidade de Bras\u00edlia  Bras\u00edlia Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2024,12,13]]},"reference":[{"key":"e_1_2_11_2_1","doi-asserted-by":"publisher","DOI":"10.1590\/0074-02760160203"},{"key":"e_1_2_11_3_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-64548-9_16"},{"key":"e_1_2_11_4_1","doi-asserted-by":"publisher","DOI":"10.1186\/s13071-021-04647-z"},{"key":"e_1_2_11_5_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pntd.0001207"},{"key":"e_1_2_11_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3119587"},{"key":"e_1_2_11_7_1","doi-asserted-by":"publisher","DOI":"10.3390\/pathogens10121627"},{"key":"e_1_2_11_8_1","doi-asserted-by":"publisher","DOI":"10.1186\/s13071-024-06406-2"},{"key":"e_1_2_11_9_1","doi-asserted-by":"publisher","DOI":"10.3390\/d16080472"},{"key":"e_1_2_11_10_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11692-007-9011-6"},{"key":"e_1_2_11_11_1","doi-asserted-by":"publisher","DOI":"10.1590\/0074-02760160295"},{"key":"e_1_2_11_12_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2017.08.005"},{"key":"e_1_2_11_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoinf.2022.101587"},{"key":"e_1_2_11_14_1","doi-asserted-by":"publisher","DOI":"10.1590\/S0074-02761999000700038"},{"key":"e_1_2_11_15_1","doi-asserted-by":"publisher","DOI":"10.1590\/S0074-02762003000400002"},{"key":"e_1_2_11_16_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pntd.0008904"},{"key":"e_1_2_11_17_1","doi-asserted-by":"publisher","DOI":"10.1186\/s13071-020-04202-2"},{"key":"e_1_2_11_18_1","first-page":"25","volume-title":"Los vectores de la enfermedad de Chagas","author":"Dujardin J.P.","year":"2002"},{"key":"e_1_2_11_19_1","doi-asserted-by":"publisher","DOI":"10.1590\/S0034-89101978000400002"},{"key":"e_1_2_11_20_1","doi-asserted-by":"publisher","DOI":"10.1590\/S0034-89101977000400010"},{"key":"e_1_2_11_21_1","doi-asserted-by":"publisher","DOI":"10.7476\/9788598203096"},{"key":"e_1_2_11_22_1","volume-title":"Deep learning","author":"Goodfellow I.","year":"2016"},{"key":"e_1_2_11_23_1","doi-asserted-by":"publisher","DOI":"10.1590\/0074-02760210130chgsb"},{"key":"e_1_2_11_24_1","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0248628"},{"key":"e_1_2_11_25_1","doi-asserted-by":"publisher","DOI":"10.7717\/peerj.3040"},{"key":"e_1_2_11_26_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoinf.2023.102029"},{"key":"e_1_2_11_27_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-64548-9_17"},{"key":"e_1_2_11_28_1","unstructured":"Harrell F.&Dupont C.(2023)Package \u2018Hmisc\u2019: Harrell miscellaneous. 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