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	<title>urban public health challenges &#8211; Science</title>
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	<title>urban public health challenges &#8211; Science</title>
	<link>https://scienmag.com</link>
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		<title>Peri-Urban Forests: A Shield Against Urban Heat</title>
		<link>https://scienmag.com/peri-urban-forests-a-shield-against-urban-heat/</link>
		
		<dc:creator><![CDATA[Russell Cooper]]></dc:creator>
		<pubDate>Fri, 19 Dec 2025 20:22:13 +0000</pubDate>
				<category><![CDATA[Earth Science]]></category>
		<category><![CDATA[air pollution mitigation strategies]]></category>
		<category><![CDATA[benefits of urban canopy cover]]></category>
		<category><![CDATA[carbon dioxide sequestration]]></category>
		<category><![CDATA[environmental resilience in cities]]></category>
		<category><![CDATA[green spaces in urban planning]]></category>
		<category><![CDATA[heat exposure health risks]]></category>
		<category><![CDATA[improving air quality in cities]]></category>
		<category><![CDATA[innovative urban forestry solutions]]></category>
		<category><![CDATA[mental well-being in urban areas]]></category>
		<category><![CDATA[peri-urban forests]]></category>
		<category><![CDATA[urban heat island effect]]></category>
		<category><![CDATA[urban public health challenges]]></category>
		<guid isPermaLink="false">https://scienmag.com/peri-urban-forests-a-shield-against-urban-heat/</guid>

					<description><![CDATA[As urban areas continue to burgeon across the globe, the pressing issues of temperature extremes and air pollution have emerged as significant contributors to urban mortality, particularly in European cities. A groundbreaking study led by Anav et al. sheds light on innovative strategies that leverage peri-urban forests to combat these critical public health challenges. This [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>As urban areas continue to burgeon across the globe, the pressing issues of temperature extremes and air pollution have emerged as significant contributors to urban mortality, particularly in European cities. A groundbreaking study led by Anav et al. sheds light on innovative strategies that leverage peri-urban forests to combat these critical public health challenges. This research provides not only vital insights but also actionable recommendations that can significantly enhance the fabric of urban living while fostering environmental resilience.</p>
<p>The study emphasizes the role of peri-urban forests—those green spaces located on the outskirts of cities—as essential buffers against rising temperatures and deteriorating air quality. These forests serve as natural air filters, capable of sequestering carbon dioxide and filtering pollutants, thus improving overall air quality. Furthermore, they contribute to mitigating the urban heat island effect, a phenomenon whereby urban regions experience significantly warmer temperatures than their rural surroundings, largely due to human activities and infrastructure.</p>
<p>Research findings suggest that expanding and integrating peri-urban forests within urban planning can lead to a substantial decrease in health risks associated with heat exposure and air pollution. Increased canopy cover not only lowers temperatures through shade provision but also promotes physical and mental well-being among urban residents. The study advocates for a paradigm shift in urban policy and design, integrating green infrastructure into the cityscape to cultivate environmentally sustainable and human-friendly metropolitan areas.</p>
<p>The methodology employed by the authors involved statistical analyses and simulations to assess the impact of peri-urban forests on urban mortality rates in selected European cities. By analyzing historical climate data alongside public health records, the researchers were able to correlate increases in green spaces with decreases in air pollution levels and heat-related mortality incidences. The results highlight that each hectare of added peri-urban forest can potentially avert numerous premature deaths, thus underscoring the public health imperative for natural landscaping in urban spaces.</p>
<p>The authors also delve into the socio-economic implications of these findings. Effective incorporation of peri-urban forestry not only addresses health concerns but also offers economic benefits, including increased property values and the enhanced aesthetic value of neighborhoods. Furthermore, these green buffers can bolster local economies through eco-tourism and recreational opportunities, ultimately leading to improved quality of life for urban citizens.</p>
<p>In terms of environmental justice, the study addresses the disproportionate impacts that air pollution and heat have on vulnerable populations. Communities with limited access to green spaces are often those bearing the brunt of these environmental challenges. Therefore, implementing strategies to enhance peri-urban forestry can serve as a critical tool in rectifying these inequities, ensuring that all citizens, regardless of socio-economic status, can experience the benefits of cleaner air and cooler environments.</p>
<p>Moreover, the findings are particularly timely given increasing urbanization trends fueled by climate change. As cities expand, the likelihood of extreme weather events and worsening air quality escalates. The importance of reforestation and afforestation initiatives in peri-urban areas becomes increasingly critical as preventive measures against these trends. With climate goals in focus, integrating green infrastructure emerges as not just beneficial, but essential for urban resilience.</p>
<p>Anav et al. propose several action points for city planners and policymakers. Firstly, there is a call to conduct comprehensive audits of existing green spaces to assess conditions and identify areas for enhancement. Secondly, they advocate for community involvement in decision-making processes related to peri-urban forestry developments. Engaging local populations in the creation and maintenance of these green spaces fosters a sense of ownership and responsibility toward environmental stewardship.</p>
<p>Additionally, the study recommends the incorporation of green corridors between peri-urban forests and urban areas, facilitating wildlife movement and enhancing biodiversity. Such linkages can create ecological networks that enhance environmental integrity while simultaneously providing recreational pathways for urban dwellers. The authors emphasize that these biophysical connections can significantly amplify the positive effects of peri-urban forestry.</p>
<p>The research also touches upon the technological implications of monitoring and managing peri-urban forests. Advances in remote sensing and geographic information systems can provide dynamic tools for observing changes in tree cover, pollutant levels, and temperature variations. Utilizing these technologies allows for more informed decision-making and strategic planning in urban forestry initiatives.</p>
<p>A crucial aspect of the study is its focus on the potential for scalability. The principles and findings could be adapted to various cities around Europe and beyond, making the case for a unified approach to urban forestry. This adaptability ensures that different urban contexts can harness the benefits of peri-urban forests tailored to their specific climates, populations, and spatial configurations, setting a precedent for global environmental strategies.</p>
<p>Significantly, the study serves as a call to action for investment in green infrastructure. The health of urban populations and the environment are interlinked, and neglecting these green spaces could exacerbate existing challenges rather than solving them. The need for financial commitment from both public and private sectors is vital to foster this green transformation within urban settings.</p>
<p>In conclusion, Anav et al.’s research highlights a path forward that not only addresses critical public health issues related to climate change but also fosters environmental justice and resilience. By embracing the potential of peri-urban forests, cities can create healthier, more livable environments that stand in stark contrast to the rising threats posed by urbanization. As cities grapple with the dual challenges of growing populations and climate-linked issues, the integration of nature into urban life is no longer optional—it is imperative for sustainable development.</p>
<p>In an era defined by rapid urbanization, the urgent call for action presented in this comprehensive study cannot be overstated. As the implications of climate change continue to unfold, embracing nature with innovative approaches in urban settings will be paramount for ensuring not only the health of urban populations but also the longevity and vitality of our cities themselves.</p>
<p><strong>Subject of Research</strong>: The impact of peri-urban forests on urban mortality related to temperature and air pollution in European cities.</p>
<p><strong>Article Title</strong>: Leveraging peri-urban forests to reduce temperature and air pollution-related urban mortality in European cities.</p>
<p><strong>Article References</strong>:</p>
<p class="c-bibliographic-information__citation">Anav, A., Gualtieri, M., Sorrentino, B. <i>et al.</i> Leveraging peri-urban forests to reduce temperature and air pollution-related urban mortality in European cities. <i>Commun Earth Environ</i>  (2025). https://doi.org/10.1038/s43247-025-03079-2</p>
<p><strong>Image Credits</strong>: AI Generated</p>
<p><strong>DOI</strong>: 10.1038/s43247-025-03079-2</p>
<p><strong>Keywords</strong>: peri-urban forests, urban mortality, air pollution, climate change, urban planning, environmental justice, green infrastructure, public health.</p>
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		<item>
		<title>UK Capital&#8217;s ULEZ Rapidly Reduces Air Pollution: High Vehicle Compliance May Limit Further Improvements Post-Expansion</title>
		<link>https://scienmag.com/uk-capitals-ulez-rapidly-reduces-air-pollution-high-vehicle-compliance-may-limit-further-improvements-post-expansion/</link>
		
		<dc:creator><![CDATA[Russell Cooper]]></dc:creator>
		<pubDate>Wed, 22 Oct 2025 09:19:51 +0000</pubDate>
				<category><![CDATA[Technology and Engineering]]></category>
		<category><![CDATA[air pollution modeling approaches]]></category>
		<category><![CDATA[effects of ULEZ expansion]]></category>
		<category><![CDATA[Greater London environmental initiatives]]></category>
		<category><![CDATA[London air pollution reduction]]></category>
		<category><![CDATA[nitrogen dioxide levels decline]]></category>
		<category><![CDATA[public health and air quality]]></category>
		<category><![CDATA[ULEZ compliance rates]]></category>
		<category><![CDATA[ULEZ impact on air quality]]></category>
		<category><![CDATA[Ultra Low Emissions Zone benefits]]></category>
		<category><![CDATA[urban emissions reduction policies]]></category>
		<category><![CDATA[urban public health challenges]]></category>
		<category><![CDATA[vehicular emissions and health]]></category>
		<guid isPermaLink="false">https://scienmag.com/uk-capitals-ulez-rapidly-reduces-air-pollution-high-vehicle-compliance-may-limit-further-improvements-post-expansion/</guid>

					<description><![CDATA[In October 2019, London embarked on a bold environmental initiative with the establishment of the Ultra Low Emissions Zone (ULEZ). This transformative measure aimed to combat the pervasive issue of air pollution, a critical public health challenge affecting millions of residents, workers, and visitors alike. As the consequences of vehicular emissions became increasingly clear, authorities [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In October 2019, London embarked on a bold environmental initiative with the establishment of the Ultra Low Emissions Zone (ULEZ). This transformative measure aimed to combat the pervasive issue of air pollution, a critical public health challenge affecting millions of residents, workers, and visitors alike. As the consequences of vehicular emissions became increasingly clear, authorities recognized that traditional strategies were insufficient to address the escalating air quality crises in urban environments. Research conducted by the University of Birmingham highlights the impact of ULEZ on air quality, indicating remarkable reductions in harmful nitrogen pollutants soon after its implementation.</p>
<p>According to recent findings published in the journal npj Clean Air, scientists have developed a sophisticated modeling approach to quantify the direct effects of ULEZ on air pollution levels across the Greater London area. The parameters surrounding emissions recently analyzed reveal not only significant reductions within ULEZ boundaries but also dramatic decreases in adjacent regions. This development is indicative of a broader public health phenomenon as the benefits of these emission reduction policies ripple through urban landscapes beyond their immediate reach.</p>
<p>The results revealed in the study demonstrate a pronounced decline in nitrogen dioxide (NO₂) levels by 19.6% at roadside locations in central London within just three months following ULEZ&#8217;s launch. Concurrently, levels of nitrogen oxides (NOₓ) plummeted even further, showcasing a remarkable 28.8% reduction during the same time frame and within the same area. This rapid decline underscores the efficacy of ULEZ in fostering a healthier urban atmosphere. Such significant improvements are particularly essential when considering that NO₂ and NOₓ emissions can exacerbate respiratory issues, aggravate pre-existing health conditions, and contribute to premature mortality.</p>
<p>Despite the promising outcomes from ULEZ&#8217;s initial phase, the subsequent expansion of the scheme in 2023 revealed less drastic changes in pollution levels, suggesting that the observed benefits after the initial policy implementation may have reached a plateau. While reductions in NO₂ and NOₓ were not statistically significant after the ULEZ expansion, researchers note that the overall decline in non-compliant vehicles had a positive cumulative effect on London’s air quality.</p>
<p>An analysis of Transport for London data unveiled a stark reduction in the number of vehicles classified as non-compliant with ULEZ standards. Initially examined at 39.1% of the vehicle fleet upon ULEZ&#8217;s inception in 2019, this percentage fell to 27.5% within the first three months, indicating a rapid shift toward compliance and cleaner driving habits. The progressive actions taken over the next few years saw compliance levels soar, as evidenced by the drop to just 7.4% of vehicles being considered non-compliant by the time of the zone&#8217;s expanded implementation in 2023. Remarkably, this figure diminished to an even more striking 4.2% just three months later, representing a significant overhaul of London’s driving landscape.</p>
<p>The academic team, led by PhD student Chengxu Tong, emphasized that ULEZ has not only been effective in enhancing air quality in central London but that its positive impacts extend into peripheral areas through what experts refer to as a &#8220;spill-over effect.&#8221; This phenomenon is particularly noteworthy as it showcases how localized environmental policies can yield broader benefits that resonate throughout neighboring communities. The innovative application of machine learning techniques enabled the researchers to isolate the effects of weather patterns on air quality, ensuring that their findings were robust and credible.</p>
<p>Prof. Zongbo Shi, who supervised the study, further contextualizes these findings by explaining how the ULEZ initiative inspired an increase in the number of compliant vehicles on London’s roads. This progressive shift likely facilitated an improved urban air environment that extended beyond the designated ULEZ area. Even more compelling is the notion of the &#8220;anticipation effect,&#8221; where potential future expansions of ULEZ prompted drivers and businesses to proactively adopt cleaner vehicle technologies ahead of regulatory requirements. This behavior highlights the increasing public awareness of environmental issues and the proactive measures individuals are willing to take to comply with stringent regulations.</p>
<p>While the research findings represent a considerable leap forward in air quality improvement, they also serve as a stark reminder that ULEZ is but one part of a much larger puzzle. London continues to grapple with air pollution levels considerably above World Health Organization (WHO) guidelines, indicating a pressing need for a multi-faceted approach to air quality improvement. Experts suggest that combating air pollution requires coordinated actions that address emissions from various sources, including domestic, industrial, commercial, and agricultural activities.</p>
<p>Moreover, Dr. Suzanne Bartington, an Associate Professor at the University of Birmingham and a senior co-author of the study, underlines the critical gap in addressing particulate matter, particularly PM₂.₅ emissions linked to vehicular use. While ULEZ has shown effectiveness in reducing nitrogen-based pollutants, it does not comprehensively tackle all relevant public health concerns associated with air pollution. A paradigm shift towards greater reliance on active travel options, including walking and cycling, combined with enhanced public transport solutions, is essential in reducing the number of vehicles circulating on city roads. Such strategic decisions could effectively mitigate non-tailpipe-related PM₂.₅ emissions, translating into improved public health outcomes for urban populations.</p>
<p>As ongoing research continues to emphasize the deleterious effects of air pollution on public health, the implications of effective emission reduction policies grow clearer. The study&#8217;s insights not only demonstrate ULEZ’s benefits but highlight the urgent requirement for transformative policy actions aimed at achieving cleaner air. The research is part of an extensive collaboration initiated by WM-Air, which seeks to align academic research with practical measures that can enhance environmental quality and boost regional economic development across the UK. By engaging with industrial and regulatory partners, WM-Air contributes to the scientific understanding of air quality while directly addressing the needs of various stakeholders involved in air pollution mitigation.</p>
<p>In summary, while the Ultra Low Emissions Zone has undeniably contributed to reduced nitrogen pollution levels in London, the broader issue of air quality remains a complex and multifaceted challenge. Achieving further improvements in urban air conditions necessitates comprehensive strategies that integrate various sectors and actively engage communities in sustainable practices. Continued research, informed policymaking, and a commitment to collective action are fundamental if cities like London hope to realize a future where clean air is not just an aspiration, but a reality for all their residents.</p>
<p><strong>Subject of Research</strong>: Impact of Ultra Low Emissions Zone on Air Quality in London<br />
<strong>Article Title</strong>: Further improvement in London’s air quality demands more than the Ultra Low Emission Zone policy<br />
<strong>News Publication Date</strong>: 22-Oct-2025<br />
<strong>Web References</strong>: http://dx.doi.org/10.1038/s44407-025-00030-9<br />
<strong>References</strong>: &#8211;<br />
<strong>Image Credits</strong>: &#8211;</p>
<h4><strong>Keywords</strong></h4>
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		<post-id xmlns="com-wordpress:feed-additions:1">95045</post-id>	</item>
		<item>
		<title>High-Resolution Mosquito Control Maps Developed Using Open Geospatial Data</title>
		<link>https://scienmag.com/high-resolution-mosquito-control-maps-developed-using-open-geospatial-data/</link>
		
		<dc:creator><![CDATA[Drew Townsend]]></dc:creator>
		<pubDate>Fri, 06 Jun 2025 16:32:26 +0000</pubDate>
				<category><![CDATA[Biology]]></category>
		<category><![CDATA[advanced geoinformation science]]></category>
		<category><![CDATA[Aedes aegypti habitat mapping]]></category>
		<category><![CDATA[dengue fever prevention strategies]]></category>
		<category><![CDATA[environmental suitability analysis]]></category>
		<category><![CDATA[Geospatial Artificial Intelligence]]></category>
		<category><![CDATA[high-resolution mosquito control]]></category>
		<category><![CDATA[innovative vector control methods]]></category>
		<category><![CDATA[open geospatial data applications]]></category>
		<category><![CDATA[Rio de Janeiro mosquito control]]></category>
		<category><![CDATA[satellite imagery for public health]]></category>
		<category><![CDATA[spatio-temporal modeling techniques]]></category>
		<category><![CDATA[urban public health challenges]]></category>
		<guid isPermaLink="false">https://scienmag.com/high-resolution-mosquito-control-maps-developed-using-open-geospatial-data/</guid>

					<description><![CDATA[In the sprawling urban landscapes of Rio de Janeiro, Brazil, the persistent menace of the Aedes aegypti mosquito continues to challenge public health efforts. This species, commonly known as the Egyptian tiger mosquito, is a primary vector for several debilitating diseases including dengue fever, Zika virus, chikungunya, and yellow fever. Traditional methods for controlling these [&#8230;]]]></description>
										<content:encoded><![CDATA[<p>In the sprawling urban landscapes of Rio de Janeiro, Brazil, the persistent menace of the <em>Aedes aegypti</em> mosquito continues to challenge public health efforts. This species, commonly known as the Egyptian tiger mosquito, is a primary vector for several debilitating diseases including dengue fever, Zika virus, chikungunya, and yellow fever. Traditional methods for controlling these vectors have met with limited success, particularly in complex and heterogeneous environments where mosquito breeding grounds are spatially diverse and difficult to pinpoint. Against this backdrop, geoinformation scientist Dr. Steffen Knoblauch has pioneered an innovative, high-resolution environmental suitability mapping approach that promises to revolutionize our understanding and control of <em>Aedes aegypti</em> habitats across Rio de Janeiro’s urban expanse.</p>
<p>Dr. Knoblauch’s work builds on advanced geospatial intelligence, leveraging a suite of openly available data sources including satellite imagery, street-level photography, and climate datasets. By integrating these diverse geodata streams, he has developed a sophisticated analytical framework at Heidelberg University’s Interdisciplinary Center for Scientific Computing (IWR) and at the Heidelberg Institute for Geoinformation Technology (HeiGIT). This holistic approach employs Geospatial Artificial Intelligence (GeoAI) techniques coupled with spatio-temporal modeling to quantify and predict the environmental factors that render specific urban locales highly suitable for the mosquito’s breeding activities.</p>
<p>The challenge with <em>Aedes aegypti</em> vector control lies not just in identifying breeding sites but understanding their distribution across a complex urban terrain characterized by varying topography, land use, and microclimates. The mosquito’s notoriously limited flight range—typically less than 1,000 meters absent wind assistance—constrains its dispersal and contributes to a highly patchy spatial presence, often centered around small, artificial water containers such as water tanks, discarded tires, and storm drains. Conventional entomological surveillance methods, which rely heavily on sample-based mosquito collections, frequently fail to capture this fine-scale spatial heterogeneity, thereby impeding targeted intervention efforts.</p>
<p>Recognizing these constraints, Dr. Knoblauch hypothesized that the fusion of rich geospatial datasets with rigorous modeling could more accurately predict mosquito habitat suitability and breeding hotspots. To test this, his team first curated an extensive list of 79 environmental suitability indicators derived from remote sensing and street view data. These indicators encompass measures such as breeding container density, urban morphological variables that affect water retention and shade, climate factors capturing rainfall patterns and urban heat islands, and other localized environmental influences that regulate mosquito population dynamics.</p>
<p>To integrate this multivariate data complexity into actionable predictions, Bayesian statistical models were employed to estimate mosquito presence probabilistically across both space and time, incorporating uncertainty estimates which are crucial for policy-makers in vector control. This approach not only predicts where mosquitoes are likely to thrive but does so at a habitat scale with unprecedented spatial continuity, differentiating neighborhoods and even street-level variations in risk. Such granularity allows for designing more precise vector control operations, which are especially critical in cities with diverse urban fabrics like Rio de Janeiro.</p>
<p>This research presents the first spatially continuous environmental suitability map for <em>Aedes aegypti</em> tailored specifically to an urban tropical environment. The implications for public health strategies are immense; by harnessing real-time and high-resolution data streams to anticipate mosquito population surges, health authorities can prioritize inspection and remediation in regions exhibiting the highest predicted suitability. This data-driven targeting could significantly reduce operational costs and enhance the effectiveness of interventions such as larvicide application or removal of breeding containers.</p>
<p>Dr. Knoblauch’s methodology fundamentally shifts the paradigm from reactive mosquito control to a proactive, predictive model. By identifying breeding hotspots through objective environmental indicators, vector control programs can deploy resources dynamically, tailored to evolving environmental conditions and urban transformations. This precision enables responses that are both cost-efficient and environmentally conscious, minimizing the indiscriminate use of insecticides which often carry collateral damage.</p>
<p>Furthermore, the modular nature of the approach and its reliance on publicly accessible data sources mean that it is highly transferable to other cities with similar ecological and urban characteristics. Cities in the tropical belt struggling with <em>Aedes aegypti</em>-borne diseases stand to benefit immensely by adapting this framework to their local contexts, thereby advancing global efforts in vector-borne disease control.</p>
<p>Collaboration has been extensive, integrating expertise from multiple disciplines and institutions. Alongside Dr. Knoblauch, researchers at Heidelberg University and Heidelberg University Hospital, and partner scientists from Brazil, the UK, Austria, Switzerland, Singapore, Thailand, and the USA contributed to the comprehensive dataset validation and model development. The multi-institutional nature of this work highlights the necessity of interdisciplinary cooperation in tackling mosquito-borne disease threats that are inherently complex and multifaceted.</p>
<p>The underpinning financial support from the German Research Foundation and the Austrian Science Fund facilitated the acquisition and analysis of vast geospatial datasets and the development of customized GeoAI algorithms. Their support underscores the critical importance of sustained funding for cutting-edge research that intersects environmental science, data analytics, and public health.</p>
<p>The outcomes of this ground-breaking study have been formally disseminated in The Lancet Planetary Health, underscoring the global scientific community’s recognition of the study’s significance. Its novel integration of spatially explicit models into tropical urban vector surveillance heralds a new era in mosquito-borne disease mitigation, potentially saving thousands of lives and reducing the burden of disease in endemic regions.</p>
<p>Water tanks, often overlooked as breeding grounds, stand out as major contributors to mosquito proliferation in the Rio de Janeiro urban ecosystem. These artificial containers, frequently embedded in residential areas, provide ideal stagnant water conditions conducive to <em>Aedes aegypti</em> oviposition. The environmental suitability map clearly delineates clusters of heightened breeding potential correlating with such anthropogenic water storage systems, highlighting targets for immediate public health action.</p>
<p>Enriching the predictive capacity of the model are climate variables such as rainfall frequency and intensity, which influence water availability, and the urban heat island effect, which alters local temperature regimes affecting mosquito lifecycle acceleration. These dynamic factors captured through satellite remote sensing feed into a temporal component of the model, making it sensitive to seasonal and interannual variations in mosquito dynamics.</p>
<p>This pioneering study not only refines our understanding of the ecological underpinnings of <em>Aedes aegypti</em> breeding in dense urban settings but also equips policymakers with technological tools that enhance situational awareness and adaptive vector control response. As urbanization accelerates globally, and climate change alters vector habitats, such data-driven strategies will be increasingly vital for safeguarding public health against mosquito-borne diseases.</p>
<hr />
<p><strong>Subject of Research</strong>: <em>Aedes aegypti</em> mosquito environmental suitability mapping and vector control strategies in urban Rio de Janeiro</p>
<p><strong>Article Title</strong>: Urban Aedes aegypti suitability indicators: a study in Rio de Janeiro, Brazil</p>
<p><strong>News Publication Date</strong>: 16-Apr-2025</p>
<p><strong>Web References</strong>: <a href="http://dx.doi.org/10.1016/S2542-5196(25)00049-X">http://dx.doi.org/10.1016/S2542-5196(25)00049-X</a></p>
<p><strong>Image Credits</strong>: © Steffen Knoblauch</p>
<p><strong>Keywords</strong>: Mosquitos, Big data, Disease control, Modeling, Entomology</p>
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