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Opportunities and Challenges in Combining Optical Sensing and Epidemiological Modeling.

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Title: Opportunities and Challenges in Combining Optical Sensing and Epidemiological Modeling.
Authors: Mikaberidze A; School of Agriculture, Policy and Development, University of Reading, Reading, U.K., Cruz CD; Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907, U.S.A., Zerihun A; Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Perth, WA 6845, Australia., Barreto A; Institute of Sugar Beet Research, Göttingen 37079, Germany., Beck P; European Commission (EC), Joint Research Centre (JRC), 21027 Ispra, Italy., Calderón R; Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Sciences, Cornell AgriTech, Cornell University, Geneva, NY, U.S.A., Camino C; European Commission (EC), Joint Research Centre (JRC), 21027 Ispra, Italy., Campbell RE; Epidemiology & Disease Management, The New Zealand Institute for Plant and Food Research Ltd., Motueka 7198, New Zealand., Delalieux SKL; Remote Sensing Department, Flemish Institute for Technological Research, VITO, Mol, Belgium., Fabre F; INRAE, Bordeaux Sciences Agro, SAVE, 33882 Villenave d'Ornon, France., Falla E; Department of Plant Sciences, University of Cambridge, Cambridge, U.K., Fraser S; Scion, Titokorangi Drive, Private Bag 3020, Rotorua 3046, New Zealand., Gold KM; Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Sciences, Cornell AgriTech, Cornell University, Geneva, NY, U.S.A., Gongora-Canul C; Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907, U.S.A., Hamelin F; IGEPP, INRAE, Institut Agro, University of Rennes, Rennes, France., Harteveld DOC; Division of Biotechnology and Plant Health, Norwegian Institute of Bioeconomy Research, Ås, Norway., Hong CF; Department of Plant Pathology, National Chung Hsing University, Taichung, Taiwan., Leclerc M; IGEPP, INRAE, Institut Agro, University of Rennes, Rennes, France., Lee DY; Department of Electrical Engineering, Pohang University of Science and Technology, Pohang, Republic of Korea., Lobo M Jr; Embrapa Rice and Beans, Santo Antônio de Goiás, Brazil., Mahlein AK; Institute of Sugar Beet Research, Göttingen 37079, Germany., McLay E; Scion, Titokorangi Drive, Private Bag 3020, Rotorua 3046, New Zealand., Melloy P; School of Agriculture and Food Sustainability, The University of Queensland, Australia., Parnell S; The Zeeman Institute for Systems Biology and Infectious Disease Epidemiology Research, School of Life Sciences and Mathematics Institute, University of Warwick, Coventry, U.K., Rascher U; Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungsznetrum Jülich GmbH, Leo-Brandt-Str, 52425 Jülich, Germany., Rich J; School of Agriculture, Policy and Development, University of Reading, Reading, U.K.; Girton College, University of Cambridge, Cambridge, U.K., Salotti I; Department of Sustainable Crop Production (DI.PRO.VES.), Università Cattolica del Sacro Cuore, Piacenza, Italy., Soubeyrand S; INRAE, BioSP, 84914, Avignon, France., Sprague S; CSIRO Agriculture and Food, GPO Box 1700, Canberra ACT 2601, Australia., Surano A; Institute for Sustainable Plant Protection, National Research Council, Bari, Italy., Takooree SD; Department of Agricultural and Food Science, Faculty of Agriculture, University of Mauritius, Reduit, Mauritius., Taylor TH; The Pirbright Institute, Pirbright, U.K., Touzeau S; Université Côte d'Azur, INRAE, ISA, France & Université Côte d'Azur, Inria, INRAE, CNRS, MACBES, France., Zarco-Tejada PJ; Institute for Sustainable Agriculture (IAS), Spanish Council for Scientific Research (CSIC), Cordoba, 14004, Spain.; School of Agriculture, Food and Ecosystem Sciences (SAFES) - Faculty of Science, and Faculty of Engineering and Information Technology (FEIT), University of Melbourne, Melbourne, Victoria, 3010, Australia., Cunniffe NJ; Department of Plant Sciences, University of Cambridge, Cambridge, U.K.; Girton College, University of Cambridge, Cambridge, U.K.
Source: Phytopathology [Phytopathology] 2025 Oct; Vol. 115 (10), pp. 1260-1285. Date of Electronic Publication: 2025 Sep 30.
Publication Type: Journal Article; Review
Journal Info: Publisher: American Phytopathological Society] Country of Publication: United States NLM ID: 9427222 Publication Model: Print-Electronic Cited Medium: Print ISSN: 0031-949X (Print) Linking ISSN: 0031949X NLM ISO Abbreviation: Phytopathology Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Opportunities and Challenges in Combining Optical Sensing and Epidemiological Modeling.
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  Data: <searchLink fieldCode="AU" term="%22Mikaberidze+A%22">Mikaberidze A</searchLink>; School of Agriculture, Policy and Development, University of Reading, Reading, U.K.<br /><searchLink fieldCode="AU" term="%22Cruz+CD%22">Cruz CD</searchLink>; Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907, U.S.A.<br /><searchLink fieldCode="AU" term="%22Zerihun+A%22">Zerihun A</searchLink>; Centre for Crop and Disease Management, School of Molecular and Life Sciences, Curtin University, Perth, WA 6845, Australia.<br /><searchLink fieldCode="AU" term="%22Barreto+A%22">Barreto A</searchLink>; Institute of Sugar Beet Research, Göttingen 37079, Germany.<br /><searchLink fieldCode="AU" term="%22Beck+P%22">Beck P</searchLink>; European Commission (EC), Joint Research Centre (JRC), 21027 Ispra, Italy.<br /><searchLink fieldCode="AU" term="%22Calderón+R%22">Calderón R</searchLink>; Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Sciences, Cornell AgriTech, Cornell University, Geneva, NY, U.S.A.<br /><searchLink fieldCode="AU" term="%22Camino+C%22">Camino C</searchLink>; European Commission (EC), Joint Research Centre (JRC), 21027 Ispra, Italy.<br /><searchLink fieldCode="AU" term="%22Campbell+RE%22">Campbell RE</searchLink>; Epidemiology & Disease Management, The New Zealand Institute for Plant and Food Research Ltd., Motueka 7198, New Zealand.<br /><searchLink fieldCode="AU" term="%22Delalieux+SKL%22">Delalieux SKL</searchLink>; Remote Sensing Department, Flemish Institute for Technological Research, VITO, Mol, Belgium.<br /><searchLink fieldCode="AU" term="%22Fabre+F%22">Fabre F</searchLink>; INRAE, Bordeaux Sciences Agro, SAVE, 33882 Villenave d'Ornon, France.<br /><searchLink fieldCode="AU" term="%22Falla+E%22">Falla E</searchLink>; Department of Plant Sciences, University of Cambridge, Cambridge, U.K.<br /><searchLink fieldCode="AU" term="%22Fraser+S%22">Fraser S</searchLink>; Scion, Titokorangi Drive, Private Bag 3020, Rotorua 3046, New Zealand.<br /><searchLink fieldCode="AU" term="%22Gold+KM%22">Gold KM</searchLink>; Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Sciences, Cornell AgriTech, Cornell University, Geneva, NY, U.S.A.<br /><searchLink fieldCode="AU" term="%22Gongora-Canul+C%22">Gongora-Canul C</searchLink>; Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907, U.S.A.<br /><searchLink fieldCode="AU" term="%22Hamelin+F%22">Hamelin F</searchLink>; IGEPP, INRAE, Institut Agro, University of Rennes, Rennes, France.<br /><searchLink fieldCode="AU" term="%22Harteveld+DOC%22">Harteveld DOC</searchLink>; Division of Biotechnology and Plant Health, Norwegian Institute of Bioeconomy Research, Ås, Norway.<br /><searchLink fieldCode="AU" term="%22Hong+CF%22">Hong CF</searchLink>; Department of Plant Pathology, National Chung Hsing University, Taichung, Taiwan.<br /><searchLink fieldCode="AU" term="%22Leclerc+M%22">Leclerc M</searchLink>; IGEPP, INRAE, Institut Agro, University of Rennes, Rennes, France.<br /><searchLink fieldCode="AU" term="%22Lee+DY%22">Lee DY</searchLink>; Department of Electrical Engineering, Pohang University of Science and Technology, Pohang, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Lobo+M+Jr%22">Lobo M Jr</searchLink>; Embrapa Rice and Beans, Santo Antônio de Goiás, Brazil.<br /><searchLink fieldCode="AU" term="%22Mahlein+AK%22">Mahlein AK</searchLink>; Institute of Sugar Beet Research, Göttingen 37079, Germany.<br /><searchLink fieldCode="AU" term="%22McLay+E%22">McLay E</searchLink>; Scion, Titokorangi Drive, Private Bag 3020, Rotorua 3046, New Zealand.<br /><searchLink fieldCode="AU" term="%22Melloy+P%22">Melloy P</searchLink>; School of Agriculture and Food Sustainability, The University of Queensland, Australia.<br /><searchLink fieldCode="AU" term="%22Parnell+S%22">Parnell S</searchLink>; The Zeeman Institute for Systems Biology and Infectious Disease Epidemiology Research, School of Life Sciences and Mathematics Institute, University of Warwick, Coventry, U.K.<br /><searchLink fieldCode="AU" term="%22Rascher+U%22">Rascher U</searchLink>; Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Forschungsznetrum Jülich GmbH, Leo-Brandt-Str, 52425 Jülich, Germany.<br /><searchLink fieldCode="AU" term="%22Rich+J%22">Rich J</searchLink>; School of Agriculture, Policy and Development, University of Reading, Reading, U.K.; Girton College, University of Cambridge, Cambridge, U.K.<br /><searchLink fieldCode="AU" term="%22Salotti+I%22">Salotti I</searchLink>; Department of Sustainable Crop Production (DI.PRO.VES.), Università Cattolica del Sacro Cuore, Piacenza, Italy.<br /><searchLink fieldCode="AU" term="%22Soubeyrand+S%22">Soubeyrand S</searchLink>; INRAE, BioSP, 84914, Avignon, France.<br /><searchLink fieldCode="AU" term="%22Sprague+S%22">Sprague S</searchLink>; CSIRO Agriculture and Food, GPO Box 1700, Canberra ACT 2601, Australia.<br /><searchLink fieldCode="AU" term="%22Surano+A%22">Surano A</searchLink>; Institute for Sustainable Plant Protection, National Research Council, Bari, Italy.<br /><searchLink fieldCode="AU" term="%22Takooree+SD%22">Takooree SD</searchLink>; Department of Agricultural and Food Science, Faculty of Agriculture, University of Mauritius, Reduit, Mauritius.<br /><searchLink fieldCode="AU" term="%22Taylor+TH%22">Taylor TH</searchLink>; The Pirbright Institute, Pirbright, U.K.<br /><searchLink fieldCode="AU" term="%22Touzeau+S%22">Touzeau S</searchLink>; Université Côte d'Azur, INRAE, ISA, France & Université Côte d'Azur, Inria, INRAE, CNRS, MACBES, France.<br /><searchLink fieldCode="AU" term="%22Zarco-Tejada+PJ%22">Zarco-Tejada PJ</searchLink>; Institute for Sustainable Agriculture (IAS), Spanish Council for Scientific Research (CSIC), Cordoba, 14004, Spain.; School of Agriculture, Food and Ecosystem Sciences (SAFES) - Faculty of Science, and Faculty of Engineering and Information Technology (FEIT), University of Melbourne, Melbourne, Victoria, 3010, Australia.<br /><searchLink fieldCode="AU" term="%22Cunniffe+NJ%22">Cunniffe NJ</searchLink>; Department of Plant Sciences, University of Cambridge, Cambridge, U.K.; Girton College, University of Cambridge, Cambridge, U.K.
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  Data: <searchLink fieldCode="JN" term="%229427222%22">Phytopathology</searchLink> [Phytopathology] 2025 Oct; Vol. 115 (10), pp. 1260-1285. <i>Date of Electronic Publication: </i>2025 Sep 30.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Phytopathological+Society]%22">American Phytopathological Society] </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9427222 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>0031-949X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%220031949X%22">0031949X </searchLink><i>NLM ISO Abbreviation: </i>Phytopathology <i>Subsets: </i>MEDLINE
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