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Modelling the seasonal dynamics of Aedes albopictus populations using a spatio-temporal stacked machine learning model.

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Title: Modelling the seasonal dynamics of Aedes albopictus populations using a spatio-temporal stacked machine learning model.
Authors: Da Re D; Center Agriculture Food Environment, University of Trento, San Michele all'Adige, Italy. daniele.dare@fmach.it.; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy. daniele.dare@fmach.it., Marini G; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy.; FEM-FBK Joint Research Unit, Epilab-JRU, Trento, Italy., Bonannella C; OpenGeoHub Foundation, Doorwerth, The Netherlands.; Laboratory of Geo-Information Science and Remote Sensing, Wageningen University & Research, Wageningen, The Netherlands., Laurini F; Department of Economics and Management & RoSA, University of Parma, Parma, Italy., Manica M; FEM-FBK Joint Research Unit, Epilab-JRU, Trento, Italy.; Center for Health Emergencies, Bruno Kessler Foundation, Trento, Italy., Anicic N; Institute of Microbiology, University of Applied Sciences and Arts of Southern Switzerland (SUPSI), Mendrisio, Switzerland., Albieri A; Centro Agricoltura Ambiente 'G.Nicoli', Crevalcore, Italy., Angelini P; Regional Health Authority of Emilia-Romagna, Bologna, Italy., Arnoldi D; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy., Bertola F; Fondazione Museo Civico di Rovereto, Rovereto, Italy., Caputo B; Dipartimento di Sanità Pubblica & Malattie Infettive, Sapienza University, Rome, Italy., De Liberato C; Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, Rome, Italy., Della Torre A; Dipartimento di Sanità Pubblica & Malattie Infettive, Sapienza University, Rome, Italy., Flacio E; Institute of Microbiology, University of Applied Sciences and Arts of Southern Switzerland (SUPSI), Mendrisio, Switzerland., Franceschini A; MUSE - Museo delle Scienze, Research and Museum Collection Office, Climate & Ecology Unit, Trento, Italy., Gradoni F; Istituto Zooprofilattico Sperimentale delle Venezie, Padua, Italy., Kadriaj P; Institute of Public Health, Tirana, Albania., Lencioni V; MUSE - Museo delle Scienze, Research and Museum Collection Office, Climate & Ecology Unit, Trento, Italy., Del Lesto I; Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, Rome, Italy., Russa F; Istituto Zooprofilattico Sperimentale della Sicilia, Palermo, Italy., Lia RP; Department of Veterinary Medicine, University of Bari, Bari, Italy., Montarsi F; Istituto Zooprofilattico Sperimentale delle Venezie, Padua, Italy., Otranto D; Department of Veterinary Medicine, University of Bari, Bari, Italy.; Department of Veterinary Clinical Sciences, City University of Hong Kong, Hong Kong, China., L'Ambert G; EID Mediterranée, Montpellier, France., Rizzoli A; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy.; FEM-FBK Joint Research Unit, Epilab-JRU, Trento, Italy., Rombolà P; Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, Rome, Italy., Romiti F; Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, Rome, Italy., Stancher G; Fondazione Museo Civico di Rovereto, Rovereto, Italy., Torina A; Istituto Zooprofilattico Sperimentale della Sicilia, Palermo, Italy., Velo E; Institute of Public Health, Tirana, Albania., Virgillito C; Dipartimento di Sanità Pubblica & Malattie Infettive, Sapienza University, Rome, Italy., Zandonai F; Fondazione Museo Civico di Rovereto, Rovereto, Italy., Rosà R; Center Agriculture Food Environment, University of Trento, San Michele all'Adige, Italy.
Source: Scientific reports [Sci Rep] 2025 Jan 30; Vol. 15 (1), pp. 3750. Date of Electronic Publication: 2025 Jan 30.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Da+Re+D%22">Da Re D</searchLink>; Center Agriculture Food Environment, University of Trento, San Michele all'Adige, Italy. daniele.dare@fmach.it.; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy. daniele.dare@fmach.it.<br /><searchLink fieldCode="AU" term="%22Marini+G%22">Marini G</searchLink>; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy.; FEM-FBK Joint Research Unit, Epilab-JRU, Trento, Italy.<br /><searchLink fieldCode="AU" term="%22Bonannella+C%22">Bonannella C</searchLink>; OpenGeoHub Foundation, Doorwerth, The Netherlands.; Laboratory of Geo-Information Science and Remote Sensing, Wageningen University & Research, Wageningen, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Laurini+F%22">Laurini F</searchLink>; Department of Economics and Management & RoSA, University of Parma, Parma, Italy.<br /><searchLink fieldCode="AU" term="%22Manica+M%22">Manica M</searchLink>; FEM-FBK Joint Research Unit, Epilab-JRU, Trento, Italy.; Center for Health Emergencies, Bruno Kessler Foundation, Trento, Italy.<br /><searchLink fieldCode="AU" term="%22Anicic+N%22">Anicic N</searchLink>; Institute of Microbiology, University of Applied Sciences and Arts of Southern Switzerland (SUPSI), Mendrisio, Switzerland.<br /><searchLink fieldCode="AU" term="%22Albieri+A%22">Albieri A</searchLink>; Centro Agricoltura Ambiente 'G.Nicoli', Crevalcore, Italy.<br /><searchLink fieldCode="AU" term="%22Angelini+P%22">Angelini P</searchLink>; Regional Health Authority of Emilia-Romagna, Bologna, Italy.<br /><searchLink fieldCode="AU" term="%22Arnoldi+D%22">Arnoldi D</searchLink>; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy.<br /><searchLink fieldCode="AU" term="%22Bertola+F%22">Bertola F</searchLink>; Fondazione Museo Civico di Rovereto, Rovereto, Italy.<br /><searchLink fieldCode="AU" term="%22Caputo+B%22">Caputo B</searchLink>; Dipartimento di Sanità Pubblica & Malattie Infettive, Sapienza University, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22De+Liberato+C%22">De Liberato C</searchLink>; 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EID Mediterranée, Montpellier, France.<br /><searchLink fieldCode="AU" term="%22Rizzoli+A%22">Rizzoli A</searchLink>; Research and Innovation Centre, Fondazione Edmund Mach, San Michele all'Adige, Italy.; FEM-FBK Joint Research Unit, Epilab-JRU, Trento, Italy.<br /><searchLink fieldCode="AU" term="%22Rombolà+P%22">Rombolà P</searchLink>; Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Romiti+F%22">Romiti F</searchLink>; Istituto Zooprofilattico Sperimentale del Lazio e della Toscana, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Stancher+G%22">Stancher G</searchLink>; Fondazione Museo Civico di Rovereto, Rovereto, Italy.<br /><searchLink fieldCode="AU" term="%22Torina+A%22">Torina A</searchLink>; Istituto Zooprofilattico Sperimentale della Sicilia, Palermo, Italy.<br /><searchLink fieldCode="AU" term="%22Velo+E%22">Velo E</searchLink>; Institute of Public Health, Tirana, Albania.<br /><searchLink fieldCode="AU" term="%22Virgillito+C%22">Virgillito C</searchLink>; Dipartimento di Sanità Pubblica & Malattie Infettive, Sapienza University, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Zandonai+F%22">Zandonai F</searchLink>; Fondazione Museo Civico di Rovereto, Rovereto, Italy.<br /><searchLink fieldCode="AU" term="%22Rosà+R%22">Rosà R</searchLink>; Center Agriculture Food Environment, University of Trento, San Michele all'Adige, Italy.
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