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Open Access
Peer-reviewed
Research Article
A machine learning framework for estimating the probability of blacklegged tick population establishment in eastern Canada using Earth observation data
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Hamid Ghanbari,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliations Modelling Hub Division, Applied Public Health Sciences Directorate, Science and Policy Integration Branch, Public Health Agency of Canada, Quebec, Canada, Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada
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Kevin Siebels,
Roles Investigation, Validation, Writing – review & editing
Affiliations Modelling Hub Division, Applied Public Health Sciences Directorate, Science and Policy Integration Branch, Public Health Agency of Canada, Quebec, Canada, Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada
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Ariane Dumas,
Roles Conceptualization, Data curation, Formal analysis, Investigation, Validation, Writing – original draft
Affiliations Modelling Hub Division, Applied Public Health Sciences Directorate, Science and Policy Integration Branch, Public Health Agency of Canada, Quebec, Canada, Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada
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Emily S. Acheson,
Roles Data curation, Investigation, Writing – review & editing
Affiliations Modelling Hub Division, Applied Public Health Sciences Directorate, Science and Policy Integration Branch, Public Health Agency of Canada, Quebec, Canada, Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada
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Catherine Bouchard,
Roles Conceptualization, Investigation, Resources, Validation, Writing – review & editing
Affiliations Modelling Hub Division, Applied Public Health Sciences Directorate, Science and Policy Integration Branch, Public Health Agency of Canada, Quebec, Canada, Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada, Département de Pathologie et microbiologie, Faculté de médecine vétérinaire, Quebec
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Kirsten Crandall,
Roles Resources, Validation, Writing – review & editing
Affiliation Unité Maladies Infectieuses en communauté, Direction des risques biologiques, Institut national de santé publique du Québec, Quebec
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Patrick A. Leighton,
Roles Investigation, Resources, Validation, Writing – review & editing
Affiliations Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada, Département de Pathologie et microbiologie, Faculté de médecine vétérinaire, Quebec
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Nicholas H. Ogden,
Roles Conceptualization, Investigation, Resources, Validation, Writing – review & editing
Affiliations Modelling Hub Division, Applied Public Health Sciences Directorate, Science and Policy Integration Branch, Public Health Agency of Canada, Quebec, Canada, Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada, Département de Pathologie et microbiologie, Faculté de médecine vétérinaire, Quebec
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Erin E. Rees
Roles Conceptualization, Investigation, Methodology, Project administration, Supervision, Validation, Writing – original draft, Writing – review & editing
* E-mail: erin.rees@phac-aspc.gc.ca
Affiliations Modelling Hub Division, Applied Public Health Sciences Directorate, Science and Policy Integration Branch, Public Health Agency of Canada, Quebec, Canada, Groupe de Recherche en Épidémiologie des Zoonoses et Santé Publique, Université de Montréal, Quebec, Canada, Département de Pathologie et microbiologie, Faculté de médecine vétérinaire, Quebec
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A machine learning framework for estimating the probability of blacklegged tick population establishment in eastern Canada using Earth observation data
- Hamid Ghanbari,
- Kevin Siebels,
- Ariane Dumas,
- Emily S. Acheson,
- Catherine Bouchard,
- Kirsten Crandall,
- Patrick A. Leighton,
- Nicholas H. Ogden,
- Erin E. Rees
- Published: September 22, 2025
- https://doi.org/10.1371/journal.pone.0332582