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Padilla-Pozo Á, Bartumeus F, Montalvo T, Sanpera-Calbet I, Valsecchi A, Palmer JRB. Assessing and correcting neighborhood socioeconomic spatial sampling biases in citizen science mosquito data collection. Sci Rep 2024; 14:22462. [PMID: 39341898 PMCID: PMC11439082 DOI: 10.1038/s41598-024-73416-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2024] [Accepted: 09/17/2024] [Indexed: 10/01/2024] Open
Abstract
Climatic, ecological, and socioeconomic factors are facilitating the spread of mosquito-borne diseases, heightening the importance of vector surveillance and control. Citizen science is proving to be an effective tool to track mosquito populations, but methods are needed to detect and account for small scale sampling biases in citizen science surveillance. In this article we combine two types of traditional mosquito surveillance records with data from the Mosquito Alert citizen science system to explore the ways in which the socioeconomic characteristics of urban neighborhoods result in sampling biases in citizen scientists' mosquito reports, while also shaping the spatial distribution of mosquito populations themselves. We use Barcelona, Spain, as an example, and focus on Aedes albopictus, an invasive vector species of concern worldwide. Our results suggest citizen scientists' sampling effort is focused more in Barcelona's lower and middle income census tracts than in its higher income ones, whereas Ae. albopictus populations are concentrated in the city's upper-middle income tracts. High resolution estimates of the spatial distribution of Ae. albopictus risk can be improved by controlling for citizen scientists' sampling effort, making it possible to provide better insights for efficiently targeting control efforts. Our methodology can be replicated in other cities faced with vector mosquitoes to improve public health responses to mosquito-borne diseases, which impose massive burdens on communities worldwide.
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Affiliation(s)
- Álvaro Padilla-Pozo
- Department of Sociology, Cornell University, Uris Hall, 109 Tower Rd, Ithaca, 14853, New York, United States of America.
- Cornell Population Center, Cornell University, Martha Van Rensselaer Hall, Ithaca, 14850, New York, United States of America.
- Centre d'Estudis Avançats de Blanes (CEAB-CSIC), Spanish National Research Council, Carrer Accés Cala Sant Francesc, 14, Blanes, 17300, Girona, Spain.
- Department of Political and Social Sciences, Universitat Pompeu Fabra, Ramon Trias Fargas, 25-27, Barcelona, 08005, Barcelona, Spain.
| | - Frederic Bartumeus
- Centre d'Estudis Avançats de Blanes (CEAB-CSIC), Spanish National Research Council, Carrer Accés Cala Sant Francesc, 14, Blanes, 17300, Girona, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys, 23, Barcelona, 08010, Barcelona, Spain
- Centre de Recerca Ecològica i Aplicacions Forestals (CREAF), Edifici C Facultad de ciencias y biociencias, Bellaterra, 08193, Barcelona, Spain
| | - Tomás Montalvo
- Agència de Salut Pública de Barcelona, Pl. de Lesseps, 1, Barcelona, 08023, Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Instituto de Salud Carlos III, C/ Monforte de Lemos 3-5, Pabellón 11, Planta 0, Madrid, 28029, Madrid, Spain
- Institut d'Investigació Biomédica Sant Pau, IIB St. Pau, Sant Quintí, 77-79, Barcelona, 08041, Barcelona, Spain
| | - Isis Sanpera-Calbet
- Department of Political and Social Sciences, Universitat Pompeu Fabra, Ramon Trias Fargas, 25-27, Barcelona, 08005, Barcelona, Spain
| | - Andrea Valsecchi
- Agència de Salut Pública de Barcelona, Pl. de Lesseps, 1, Barcelona, 08023, Barcelona, Spain
| | - John R B Palmer
- Department of Political and Social Sciences, Universitat Pompeu Fabra, Ramon Trias Fargas, 25-27, Barcelona, 08005, Barcelona, Spain.
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Navas-Martín MÁ, Cuerdo-Vilches T, López-Bueno JA, Díaz J, Linares C, Sánchez-Martínez G. Human adaptation to heat in the context of climate change: A conceptual framework. ENVIRONMENTAL RESEARCH 2024; 252:118803. [PMID: 38565417 DOI: 10.1016/j.envres.2024.118803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 03/21/2024] [Accepted: 03/25/2024] [Indexed: 04/04/2024]
Abstract
Climate change is causing serious damage to natural and social systems, as well as having an impact on human health. Among the direct effects of climate change is the rise in global surface temperatures and the increase in the frequency, duration, intensity and severity of heat waves. In addition, understanding of the adaptation process of the exposed population remains limited, posing a challenge in accurately estimating heat-related morbidity and mortality. In this context, this study seeks to establish a conceptual framework that would make it easier to understand and organise knowledge about human adaptation to heat and the factors that may influence this process. An inductive approach based on grounded theory was used, through the analysis of case studies connecting concepts. The proposed conceptual framework is made up of five components (climate change, vulnerability, health risks of heat, axes of inequality and health outcomes), three heat-adaptation domains (physiological, cultural and political), two levels (individual and social), and the pre-existing before a heat event. The application of this conceptual framework facilitates the assistance of decision-makers in planning and implementing effective adaptation measures. Recognizing the importance of addressing heat adaptation as a health problem that calls for political solutions and social changes. Accordingly, this requires a multidisciplinary approach that would foster the participation and collaboration of multiple actors for the purpose of proposing effective measures to address the health impact of the rise in temperature.
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Affiliation(s)
- Miguel Ángel Navas-Martín
- Programme in Biomedical Sciences and Public Health, National University of Distance Education (UNED), Madrid, Spain; National School of Public Health, Carlos III Institute of Health (ISCIII), Madrid, Spain.
| | - Teresa Cuerdo-Vilches
- Eduardo Torroja Construction Sciences Institute (IETCC), Spanish National Research Council (CSIC), Madrid, Spain
| | | | - Julio Díaz
- National School of Public Health, Carlos III Institute of Health (ISCIII), Madrid, Spain
| | - Cristina Linares
- National School of Public Health, Carlos III Institute of Health (ISCIII), Madrid, Spain
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Padrón-Monedero A, Linares C, Díaz J, Noguer-Zambrano I. Impact of drought on mental and behavioral disorders, contributions of research in a climate change context. A narrative review. INTERNATIONAL JOURNAL OF BIOMETEOROLOGY 2024; 68:1035-1042. [PMID: 38503966 PMCID: PMC11109013 DOI: 10.1007/s00484-024-02657-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 02/16/2024] [Accepted: 03/12/2024] [Indexed: 03/21/2024]
Abstract
Mental and behavioral disorders are an important public health problem and constitute a priority for the WHO, whose recommendations include the surveillance of their risk factors. On the other hand, drought episodes have been increasing in frequency and severity in Europe since 1980. Therefore, to review the present knowledge about the impact of drought on mental and behavioral disorders, in the present climate change context, and to underline potential research gaps, could be of major interest. Thus, we performed a narrative review using online academic databases with the aim of identifying relevant literature about the impact of drought on mental and behavioral disorders. To the best of our knowledge, no study in Europe quantifies the potential association between drought and mental disorders. A limited number of studies have found significant associations between droughts (with different temporal ranges) and various measures of mental health. However, according to our review, only three of them quantified the association between drought and objective mental health outcomes, such as number of emergencies due to clinically diagnosed mental disorders or suicides. Additionally, few studies used specific indices as a measure of drought; and finally, as far as authors are aware, none of them has analyzed this relationship adjusting for various other potential environmental confounders. Moreover, the eventual association could vary between different geographical areas within the same country. Therefore, national and regional studies would be especially necessary. Thus, there is a need for specific national and regional studies, in Europe and globally, that assess the impact of specific indices of drought (with different temporal ranges) on objective mental health outcomes controlling for potential environmental confounders. Moreover, the quantification of its cost would be necessary for health prioritization, evidence-based policies and strategic health planning.
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Affiliation(s)
- Alicia Padrón-Monedero
- Health Programs Department, National School of Public Health, Carlos III Health Institute, Av./ Monforte de Lemos 5, 28029, Madrid, Spain.
| | - Cristina Linares
- Climate Change, Health and Urban Environment Reference Unit, National School of Public Health, Carlos III Health Institute (Instituto de Salud Carlos III/ISCIII), Av./ Monforte de Lemos 5, 28029, Madrid, Spain
| | - Julio Díaz
- Climate Change, Health and Urban Environment Reference Unit, National School of Public Health, Carlos III Health Institute (Instituto de Salud Carlos III/ISCIII), Av./ Monforte de Lemos 5, 28029, Madrid, Spain
| | - Isabel Noguer-Zambrano
- Health Programs Department, National School of Public Health, Carlos III Health Institute, Av./ Monforte de Lemos 5, 28029, Madrid, Spain
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Navas-Martín MÁ, Ovalle-Perandones MA, López-Bueno JA, Díaz J, Linares C, Sánchez-Martínez G. Population adaptation to heat as seen through the temperature-mortality relationship, in the context of the impact of global warming on health: A scoping review. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 908:168441. [PMID: 37949135 DOI: 10.1016/j.scitotenv.2023.168441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 11/07/2023] [Accepted: 11/07/2023] [Indexed: 11/12/2023]
Abstract
Climate change is the greatest threat to human health, with one of its direct effects being global warming and its impact on health. Currently, the world is experiencing an increase in the mean global temperature, but this increase affects different populations to different degrees. This is due to the fact that individual, demographic, geographical and social factors influence vulnerability and the capacity to adapt. Adaptation is the process of adjusting to the current or envisaged climate and its effects, with the aim of mitigating harm and taking advantage of the beneficial opportunities. There are different ways of measuring the effectiveness of adaptation, and the most representative indicator is via the time trend in the temperature-mortality relationship. Despite the rise in the number of studies that have examined the temperature-mortality relationship in recent years, there are very few that have analysed whether a particular population has or has not adapted to heat. We conducted a scoping review that met the following criteria, namely: including all persons; considering the heat adaptation concept; and covering the context of the impact of global warming on health and mortality. A total of 23 studies were selected. This review found very few studies targeting adaptation to heat in the human population and a limited number of countries carrying out research in this field, something that highlights the lack of research in this area. It is therefore crucial for political decision-makers to support studies that serve to enhance our comprehension of long-term adaptation to heat and its impact on the health of the human population.
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Affiliation(s)
- Miguel Ángel Navas-Martín
- Doctorate Programme in Biomedical Sciences and Public Health, National University of Distance Education (UNED), Madrid, Spain; National School of Public Health, Carlos III Institute of Health (ISCIII), Madrid, Spain.
| | | | | | - Julio Díaz
- National School of Public Health, Carlos III Institute of Health (ISCIII), Madrid, Spain
| | - Cristina Linares
- National School of Public Health, Carlos III Institute of Health (ISCIII), Madrid, Spain
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Benítez-Cano D, González-Marín P, Gómez-Gutiérrez A, Marí-Dell'Olmo M, Oliveras L. Association of drought conditions and heavy rainfalls with the quality of drinking water in Barcelona (2010-2022). JOURNAL OF EXPOSURE SCIENCE & ENVIRONMENTAL EPIDEMIOLOGY 2024; 34:175-183. [PMID: 38030824 DOI: 10.1038/s41370-023-00611-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 10/10/2023] [Accepted: 10/31/2023] [Indexed: 12/01/2023]
Abstract
BACKGROUND Climate change influences the incidence and scope of climate extreme events that affect communities and the environment around the world. In an urban context such as Barcelona, these climate extremes can have a negative impact on drinking water quality. The worsening of drinking water quality can have important repercussions on human health, leading to the appearance of different diseases. OBJECTIVE Investigate the association between climate extremes, in particular heavy rainfall events and drought conditions, and the drinking water quality in the city of Barcelona from 2010 to 2022. METHODS We conducted a daily retrospective time-series study using data covering 13 years of daily monitoring of conductivity, nickel, turbidity and trihalomethanes parameters of raw water in the Llobregat River catchment area and treated water in the Drinking Water Treatment Plant (DWTP) Sant Joan Despí. We used river flow as a proxy for drought conditions and heavy rainfall events. We analyzed short-term associations between river flow rate and quality parameters in raw and treated water using generalized linear regression with distributed lag-non-linear models (DLNM). RESULTS A low flow, as an indicator of drought condition or low rainfall, was significantly associated with an increase in conductivity in raw water and nickel in both raw and treated water. A high flow, as an indicator of heavy rainfall events, was significantly associated with an increase of turbidity in raw water, and a decrease in all other quality parameters. IMPACT STATEMENT This study provides novel evidence that climate extremes have an impact on the quality of drinking water in urban areas with a Mediterranean climate. The findings of this study are significant because they suggest that as the frequency and intensity of climate extremes increase due to climate change, there will be further challenges in managing and treating drinking water, which could have a detrimental effect on public health. This study serves as an important reminder of the need to strengthen and accelerate adaptation actions in water management to ensure an adequate supply of drinking water that protects the people's health.
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Affiliation(s)
- Daniela Benítez-Cano
- Agència de Salut Pública de Barcelona, Lesseps 1, 08023, Barcelona, Catalonia, Spain
- Universitat Pompeu Fabra, Doctor Aiguader 88, 08003, Barcelona, Catalonia, Spain
| | - Patricia González-Marín
- Agència de Salut Pública de Barcelona, Lesseps 1, 08023, Barcelona, Catalonia, Spain
- Institut d'Investigació Biomèdica Sant Pau (IIB Sant Pau), Sant Quintí 77, 08041, Barcelona, Catalonia, Spain
| | - Anna Gómez-Gutiérrez
- Agència de Salut Pública de Barcelona, Lesseps 1, 08023, Barcelona, Catalonia, Spain
- Institut d'Investigació Biomèdica Sant Pau (IIB Sant Pau), Sant Quintí 77, 08041, Barcelona, Catalonia, Spain
| | - Marc Marí-Dell'Olmo
- Agència de Salut Pública de Barcelona, Lesseps 1, 08023, Barcelona, Catalonia, Spain.
- Institut d'Investigació Biomèdica Sant Pau (IIB Sant Pau), Sant Quintí 77, 08041, Barcelona, Catalonia, Spain.
- CIBER Epidemiología y Salud Pública (CIBERESP), Barcelona, Catalonia, Spain.
| | - Laura Oliveras
- Agència de Salut Pública de Barcelona, Lesseps 1, 08023, Barcelona, Catalonia, Spain.
- Institut d'Investigació Biomèdica Sant Pau (IIB Sant Pau), Sant Quintí 77, 08041, Barcelona, Catalonia, Spain.
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Bolte G, Dandolo L, Gepp S, Hornberg C, Lumbi SL. Climate change and health equity: A public health perspective on climate justice. JOURNAL OF HEALTH MONITORING 2023; 8:3-35. [PMID: 38105794 PMCID: PMC10722520 DOI: 10.25646/11772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 10/05/2023] [Indexed: 12/19/2023]
Abstract
Background The discourse on climate justice has developed from the theoretical approaches and discussions on environmental justice. A central tenet of the concept of environmental and climate justice is that environmental and climate issues cannot be seen in isolation from issues of social justice. Methods A conceptual model was developed on the relationship between climate change impacts, social dimensions, adaptive capacities, biological sensitivity, and health equity in order to systematically analyse climate justice. Based on an exploratory literature review and the evaluation of the individual contributions of the status report on climate change and health, the evidence in Germany on social inequalities in exposure to climate change impacts and vulnerability to their direct and indirect health effects was summarised. Results This paper provides an overview of the international debate and examples of evidence on climate justice in Germany. Climate justice in the sense of avoidable, unjust social inequalities in exposure, vulnerability, and the effects of climate mitigation and adaptation measures on health inequalities is still insufficiently addressed in Germany. Conclusions A consistent integration of equity issues into climate policy is necessary. With reference to the international literature, options for action and research needs are identified.
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Affiliation(s)
- Gabriele Bolte
- University of Bremen, Institute of Public Health and Nursing Research, Department of Social Epidemiology, Bremen, Germany
| | - Lisa Dandolo
- University of Bremen, Institute of Public Health and Nursing Research, Department of Social Epidemiology, Bremen, Germany
| | - Sophie Gepp
- Centre for Planetary Health Policy, Berlin, Germany
| | - Claudia Hornberg
- Bielefeld University, Medical School OWL, Sustainable Environmental Health Sciences, Bielefeld, Germany
| | - Susanne Lopez Lumbi
- Bielefeld University, Medical School OWL, Sustainable Environmental Health Sciences, Bielefeld, Germany
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7
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Rocklöv J, Semenza JC, Dasgupta S, Robinson EJ, Abd El Wahed A, Alcayna T, Arnés-Sanz C, Bailey M, Bärnighausen T, Bartumeus F, Borrell C, Bouwer LM, Bretonnière PA, Bunker A, Chavardes C, van Daalen KR, Encarnação J, González-Reviriego N, Guo J, Johnson K, Koopmans MP, Máñez Costa M, Michaelakis A, Montalvo T, Omazic A, Palmer JR, Preet R, Romanello M, Shafiul Alam M, Sikkema RS, Terrado M, Treskova M, Urquiza D, Lowe R. Decision-support tools to build climate resilience against emerging infectious diseases in Europe and beyond. THE LANCET REGIONAL HEALTH. EUROPE 2023; 32:100701. [PMID: 37583927 PMCID: PMC10424206 DOI: 10.1016/j.lanepe.2023.100701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Revised: 07/11/2023] [Accepted: 07/12/2023] [Indexed: 08/17/2023]
Abstract
Climate change is one of several drivers of recurrent outbreaks and geographical range expansion of infectious diseases in Europe. We propose a framework for the co-production of policy-relevant indicators and decision-support tools that track past, present, and future climate-induced disease risks across hazard, exposure, and vulnerability domains at the animal, human, and environmental interface. This entails the co-development of early warning and response systems and tools to assess the costs and benefits of climate change adaptation and mitigation measures across sectors, to increase health system resilience at regional and local levels and reveal novel policy entry points and opportunities. Our approach involves multi-level engagement, innovative methodologies, and novel data streams. We take advantage of intelligence generated locally and empirically to quantify effects in areas experiencing rapid urban transformation and heterogeneous climate-induced disease threats. Our goal is to reduce the knowledge-to-action gap by developing an integrated One Health-Climate Risk framework.
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Affiliation(s)
- Joacim Rocklöv
- Heidelberg Institute of Global Health (HIGH) & Interdisciplinary Centre for Scientific Computing (IWR), Heidelberg University, Heidelberg, Germany
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Jan C. Semenza
- Heidelberg Institute of Global Health (HIGH) & Interdisciplinary Centre for Scientific Computing (IWR), Heidelberg University, Heidelberg, Germany
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Shouro Dasgupta
- Centro Euro-Mediterraneo sui Cambiamenti Climatici (CMCC), Venice, Italy
- Graham Research Institute on Climate Change and the Environment, London School of Economics and Political Science (LSE), London, United Kingdom
| | - Elizabeth J.Z. Robinson
- Graham Research Institute on Climate Change and the Environment, London School of Economics and Political Science (LSE), London, United Kingdom
| | - Ahmed Abd El Wahed
- Faculty of Veterinary Medicine, Institute of Animal Hygiene and Veterinary Public Health, Leipzig University, Leipzig, Germany
| | - Tilly Alcayna
- Red Cross Red Crescent Centre on Climate Change and Disaster Preparedness, The Hague, the Netherlands
- Centre on Climate Change & Planetary Health, London School of Hygiene & Tropical Medicine (LSHTM), London, United Kingdom
- Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine (LSHTM), London, United Kingdom
- Health in Humanitarian Crises Centre, London School of Hygiene & Tropical Medicine (LSHTM), London, United Kingdom
| | - Cristina Arnés-Sanz
- Heidelberg Institute of Global Health (HIGH) & Interdisciplinary Centre for Scientific Computing (IWR), Heidelberg University, Heidelberg, Germany
| | - Meghan Bailey
- Red Cross Red Crescent Centre on Climate Change and Disaster Preparedness, The Hague, the Netherlands
| | - Till Bärnighausen
- Heidelberg Institute of Global Health, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany
- Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Frederic Bartumeus
- Theoretical and Computational Ecology Group, Centre d’Estudis Avançats de Blanes (CEAB-CSIC), Blanes, Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
- Centre de Recerca Ecològica i Aplicacions Forestals (CREAF), Barcelona, Spain
| | - Carme Borrell
- Pest Surveillance and Control, Agència de Salut Pública de Barcelona (ASPB), Barcelona, Spain
- Biomedical Research Center Network for Epidemiology and Public Health (CIBERESP), Barcelona, Spain
| | - Laurens M. Bouwer
- Climate Service Center Germany (GERICS), Helmholtz-Zentrum Hereon, Hamburg, Germany
| | | | - Aditi Bunker
- Heidelberg Institute of Global Health, Heidelberg University Hospital, Heidelberg University, Heidelberg, Germany
- Center for Climate, Health and the Global Environment, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | | | - Kim R. van Daalen
- Barcelona Supercomputing Center (BSC), Barcelona, Spain
- British Heart Foundation Cardiovascular Epidemiology Unit, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
- Heart and Lung Research Institute, University of Cambridge, Cambridge, United Kingdom
| | | | | | - Junwen Guo
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Katie Johnson
- Centro Euro-Mediterraneo sui Cambiamenti Climatici (CMCC), Venice, Italy
| | - Marion P.G. Koopmans
- Department of Viroscience, Erasmus Medical Center, University Medical Center, Rotterdam, the Netherlands
| | - María Máñez Costa
- Climate Service Center Germany (GERICS), Helmholtz-Zentrum Hereon, Hamburg, Germany
| | - Antonios Michaelakis
- Laboratory of Insects & Parasites of Medical Importance, Benaki Phytopathological Institute (BPI), Attica, Greece
| | - Tomás Montalvo
- Agència de Salut Pública de Barcelona (ASPB), Barcelona, Spain
- CIBER Epidemiología y Salud Pública (CIBERESP), Madrid, Spain
- Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), Barcelona, Spain
| | - Anna Omazic
- Department of Chemistry, Environment, and Feed Hygiene, National Veterinary Institute (SVA), Uppsala, Sweden
| | - John R.B. Palmer
- Department of Political and Social Sciences, Universitat Pompeu Fabra (UPF), Barcelona, Spain
| | - Raman Preet
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Marina Romanello
- Institute for Global Health, University College London (UCL), London, United Kingdom
| | - Mohammad Shafiul Alam
- Infectious Disease Division, International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b), Dhaka, Bangladesh
| | - Reina S. Sikkema
- Department of Viroscience, Erasmus Medical Center, University Medical Center, Rotterdam, the Netherlands
| | - Marta Terrado
- Barcelona Supercomputing Center (BSC), Barcelona, Spain
| | - Marina Treskova
- Heidelberg Institute of Global Health (HIGH) & Interdisciplinary Centre for Scientific Computing (IWR), Heidelberg University, Heidelberg, Germany
| | - Diana Urquiza
- Barcelona Supercomputing Center (BSC), Barcelona, Spain
| | - Rachel Lowe
- Centre on Climate Change & Planetary Health, London School of Hygiene & Tropical Medicine (LSHTM), London, United Kingdom
- Centre for Mathematical Modelling of Infectious Diseases, London School of Hygiene & Tropical Medicine (LSHTM), London, United Kingdom
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
- Barcelona Supercomputing Center (BSC), Barcelona, Spain
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