Learning algorithms estimate pose and detect motor anomalies in flies exposed to minimal doses of a toxicant.

Biological sciences Toxicology

Journal

iScience
ISSN: 2589-0042
Titre abrégé: iScience
Pays: United States
ID NLM: 101724038

Informations de publication

Date de publication:
15 Dec 2023
Historique:
received: 10 05 2023
revised: 04 10 2023
accepted: 24 10 2023
medline: 7 12 2023
pubmed: 7 12 2023
entrez: 7 12 2023
Statut: epublish

Résumé

Pesticide exposure, even at low doses, can have detrimental effects on ecosystems. This study aimed at validating the use of machine learning for recognizing motor anomalies, produced by minimal insecticide exposure on a model insect species. The Mediterranean fruit fly,

Identifiants

pubmed: 38058310
doi: 10.1016/j.isci.2023.108349
pii: S2589-0042(23)02426-4
pmc: PMC10696104
doi:

Types de publication

Journal Article

Langues

eng

Pagination

108349

Informations de copyright

© 2023 The Authors.

Déclaration de conflit d'intérêts

The authors declare no competing interests.

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Auteurs

Gianluca Manduca (G)

The BioRobotics Institute, Sant'Anna School of Advanced Studies, Viale Rinaldo Piaggio 34, 56025, Pontedera, Pisa, Italy.
Department of Excellence in Robotics and AI, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127, Pisa, Italy.

Valeria Zeni (V)

Department of Agriculture, Food and Environment, University of Pisa, Via del Borghetto 80, 56124, Pisa, Italy.

Sara Moccia (S)

The BioRobotics Institute, Sant'Anna School of Advanced Studies, Viale Rinaldo Piaggio 34, 56025, Pontedera, Pisa, Italy.
Department of Excellence in Robotics and AI, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127, Pisa, Italy.

Beatrice A Milano (BA)

Institute of Life Sciences, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127, Pisa, Italy.
Faculty of Medicine and Surgery, University of Pisa, Via Roma 55/Building 57, 56126, Pisa, Italy.

Angelo Canale (A)

Department of Agriculture, Food and Environment, University of Pisa, Via del Borghetto 80, 56124, Pisa, Italy.

Giovanni Benelli (G)

Department of Agriculture, Food and Environment, University of Pisa, Via del Borghetto 80, 56124, Pisa, Italy.

Cesare Stefanini (C)

The BioRobotics Institute, Sant'Anna School of Advanced Studies, Viale Rinaldo Piaggio 34, 56025, Pontedera, Pisa, Italy.
Department of Excellence in Robotics and AI, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127, Pisa, Italy.

Donato Romano (D)

The BioRobotics Institute, Sant'Anna School of Advanced Studies, Viale Rinaldo Piaggio 34, 56025, Pontedera, Pisa, Italy.
Department of Excellence in Robotics and AI, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127, Pisa, Italy.

Classifications MeSH