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Climate Change Impact on Human-Rodent Interfaces: Modeling Junin Virus Reservoir Shifts. 气候变化对人-啮齿动物界面的影响:建模Junin病毒库转移。
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-06-27 DOI: 10.1007/s10393-025-01723-z
Nuri Flores-Pérez, Pranav Kulkarni, Marcela Uhart, Pranav S Pandit

The drylands vesper mouse (Calomys musculinus) is the primary host for Junin mammarenavirus (JUNV), the etiological agent of Argentine hemorrhagic fever in humans. We assessed the potential distribution of C. musculinus and identified disease transmission hotspots under current climatic conditions and projected future scenarios, including severe (Representative Concentration Pathway 8.5) and intermediate (Representative Concentration Pathway 4.5) climate change scenarios in 2050 and 2070. Utilizing tree-based machine learning algorithms, we modeled C. musculinus distribution by incorporating bioclimatic and landscape predictors. The model showed strong performance, achieving F-scores between 80.22 and 83.09%. Key predictors indicated that C. musculinus prefers warm temperatures, moderate annual precipitation, low precipitation variability, and low pasture coverage. Under the severe climate change scenario, suitable areas for the rodent and hotspots for potential disease decreased. The intermediate scenario showed an expansion in C. musculinus distribution alongside increased potential hotspot zones. Despite the complexity of ecological systems and the limitations of the model, our findings offer a framework for preventive measures and ecological studies in regions prone to the expansion of C. musculinus and in hotspots for disease transmission driven by climate change.

旱地小鼠(Calomys musculinus)是人类阿根廷出血热病原朱宁病毒(JUNV)的主要宿主。我们评估了当前气候条件下肌肉棘猴的潜在分布,确定了疾病传播热点,并预测了2050年和2070年气候变化严重(代表性浓度路径8.5)和中等(代表性浓度路径4.5)的未来情景。利用基于树的机器学习算法,通过结合生物气候和景观预测因子,建立了C. musculinus分布模型。该模型表现出较强的性能,f得分在80.22 - 83.09%之间。关键预测因子表明,柽柳喜温、年降水量适中、降水变率低、牧草盖度低。在严重的气候变化情景下,啮齿动物的适宜区和潜在疾病的热点地区减少。在中间情景中,肌肉棘猴分布扩大,潜在热点区增加。尽管生态系统的复杂性和模型的局限性,我们的研究结果提供了一个框架,预防措施和生态研究在易受气候变化驱动的C. musculinus扩张的地区和疾病传播热点地区。
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引用次数: 0
The Ongoing Expansion of the Medically Important Scorpions in Southern South America. 医学上重要的蝎子在南美洲南部的持续扩张。
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-06-20 DOI: 10.1007/s10393-025-01722-0
Alexis Emanuel Barrios-Montivero, Pablo Ariel Martínez, Andrés Alejandro Ojanguren-Affilastro

We revise the expansion of synanthropic medically important species of Scorpions of genus Tityus in southern South America: Tityus bahiensis (Perty 1833), Tityus carrilloi Ojanguren-Affilastro 2021, Tityus confluens Borelli 1899, Tityus costatus (Karsch, 1879), Tityus serrulatus Lutz & Mello, 1922, and Tityus trivittatus Kraepelin 1898, which due to their synanthropic capabilities we regard as invasive species. We also build species distribution models (SMDs) from bioclimatic variables using Maxent. We also included the human density variable in the model, because medically important species in the area are synanthropic, being more common in urban areas than in natural environments. We present their current suitable areas and the potential future distribution up to 2070. According to our analyses most species will expand in the close future, reaching countries without Scorpionism problems, such as Chile and Uruguay. We conclude that, besides synanthropic capabilities, parthenogenesis is the main factor favoring the expansion of some of these species. We also conclude that interactions between invasive Tityus species may hinder their expansion process due to potential competition or exclusion mechanisms.

我们修订了南美洲南部具有重要医学意义的蝎属Tityus的扩展:Tityus bahiensis (Perty 1833), Tityus carrilloi Ojanguren-Affilastro 2021, Tityus confluens Borelli 1899, Tityus costatus (Karsch, 1879), Tityus serrulatus Lutz & Mello, 1922,和Tityus trivittatus Kraepelin 1898,由于它们的共栖能力,我们将其视为入侵物种。利用Maxent从生物气候变量建立物种分布模型(SMDs)。我们还在模型中加入了人口密度变量,因为该地区医学上重要的物种是共生的,在城市地区比在自然环境中更常见。我们介绍了它们目前的适合区域和到2070年的潜在未来分布。根据我们的分析,大多数种类将在不久的将来扩张,到达没有蝎子病问题的国家,如智利和乌拉圭。我们的结论是,除了合子能力外,孤雌生殖是一些物种扩张的主要因素。我们还得出结论,由于潜在的竞争或排斥机制,入侵物种之间的相互作用可能阻碍其扩张过程。
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引用次数: 0
Prevalence and Environmental Risk Factors of Amebiasis Among Children in South Lebanon : Insights from a Cross-Sectional Study in Nabatieh District. 黎巴嫩南部儿童阿米巴病患病率和环境危险因素:来自Nabatieh地区横断面研究的见解。
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-07-03 DOI: 10.1007/s10393-025-01730-0
Israa Dib, Hiba Noureddine, Mohamad Fakih, Alexandre Livet, Vanessa Alphonse, Abbas Illayk, Abdallah Ahmad Medlej, Mahdi Tarhini, Noureddine Bousserrhine

After nearly 150 years, since the first description of the invasive intestinal protozoan parasite Entamoeba histolytica, amebiasis remains a significant global health concern. The infection, primarily transmitted through contaminated food and water sources, poses a substantial threat to public health worldwide. In crisis-affected regions like Lebanon, where clean water is scarce, children are highly susceptible to the infection and succumb dramatically to this growing burden. This study aimed to assess the prevalence of amebiasis among children in South Lebanon, identify its associated risk factors and its relationship with the safety of water sources, and evaluate the population's awareness of the parasite. A cross-sectional study involving 180 children was conducted at SRHUH hospital in Nabatieh, South Lebanon. Fecal samples were analyzed under a microscope, and parents were interviewed to assess risk factors and their knowledge. Statistical tests, including Chi-square and logistic regression, were conducted, revealing a 25% disease prevalence. Unsafe water sources and agricultural practices were significantly linked to infections. Surprisingly, higher parental knowledge did not reduce infection risk. This study underscores the significant public health issue of intestinal amebiasis in South Lebanese children, primarily due to unsafe water sources. Increased awareness among the at-risk population is crucial for disease eradication.

近150年来,自从首次描述了入侵性肠道原生动物寄生虫溶组织内阿米巴原虫以来,阿米巴病仍然是一个重大的全球健康问题。这种感染主要通过受污染的食物和水源传播,对全世界的公共卫生构成重大威胁。在黎巴嫩等受危机影响的地区,清洁水稀缺,儿童极易受到感染,并在这一日益加重的负担下严重死亡。本研究旨在评估黎巴嫩南部儿童阿米巴病的流行情况,确定其相关危险因素及其与水源安全的关系,并评估人群对这种寄生虫的认识。在黎巴嫩南部Nabatieh的SRHUH医院进行了一项涉及180名儿童的横断面研究。在显微镜下分析粪便样本,并与家长面谈以评估危险因素及其知识。统计检验,包括卡方和逻辑回归,显示25%的患病率。不安全的水源和农业做法与感染密切相关。令人惊讶的是,更高的父母知识并没有降低感染风险。这项研究强调了南黎巴嫩儿童肠道阿米巴病的重大公共卫生问题,主要是由于不安全的水源。提高高危人群的认识对根除疾病至关重要。
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引用次数: 0
Environmental Change and Hemorrhagic Fever with Renal Syndrome Transmission Risk on the China-Russia Border. 中俄边境环境变化与肾综合征出血热传播风险
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-07-11 DOI: 10.1007/s10393-025-01732-y
Yanyan Lian, Hairong Li, Linsheng Yang, Li Wang, Lijuan Gu, Svetlana M Malkhazova, Natalia Shartova

The potential risk of rodent-borne diseases along the China-Russia border necessitates the identification and prediction of rodent distribution from a risk management perspective. In this study, we compile distribution records for Apodemus agrarius, which is the main host of hantavirus responsible for hemorrhagic fever with renal syndrome (HFRS), along the border between China and Russia from various literature sources. We then employ the maximum entropy model (MaxEnt) to assess the influence of climatic and geographic factors on its potential distribution and to predict its current and future habitats. The results show that the current suitable habitats are mainly located in the northeastern part of Heilongjiang Province bordering Russia, showing similar pattern with HFRS incidence rate. The environmental factors that contribute more to the distribution of A. agrarius included temperature, precipitation, elevation, and landscape features of cropland and forest. By 2050, due to changes in climate and land use, the suitable habitat of A. agrarius is expected to shift northeastward, thereby altering the distribution of HFRS risk. Despite anticipated shifts in host habitat, HFRS risk along the China-Russia border will remain high. Therefore, joint prevention and control measures and targeted protective strategies for at-risk populations should be developed.

中俄边境鼠类传播疾病的潜在风险要求从风险管理的角度对鼠类分布进行识别和预测。本研究从文献资料中收集了引起肾综合征出血热(HFRS)的汉坦病毒主要宿主黑线姬鼠(Apodemus agrarius)在中俄边境地区的分布记录。然后,我们采用最大熵模型(MaxEnt)来评估气候和地理因素对其潜在分布的影响,并预测其当前和未来的栖息地。结果表明:当前适宜生境主要分布在黑龙江省东北部与俄罗斯接壤的地区,与HFRS发病格局相似;温度、降水、海拔、农田和森林景观特征是影响黑线绣分布的主要环境因子。到2050年,由于气候和土地利用的变化,黑线姬鼠的适宜栖息地预计将向东北转移,从而改变HFRS的风险分布。尽管预计宿主栖息地将发生变化,但中俄边境地区的HFRS风险仍将很高。因此,应制定针对高危人群的联防联控措施和有针对性的保护战略。
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引用次数: 0
Selecting Sites for Strategic Surveillance of Zoonotic Pathogens: A Case Study in Panamá. 人畜共患病原体战略监测地点的选择:以巴拿马为例<e:1>。
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-07-11 DOI: 10.1007/s10393-025-01731-z
Marlon E Cobos, Jonathan L Dunnum, Blas Armién, Publio González, Enós Juárez, Jacqueline R Salazar, Joseph A Cook, Jocelyn P Colella

Surveillance and monitoring of zoonotic pathogens is key to identifying and mitigating emerging public health threats. Surveillance is often designed to be taxonomically targeted or systematically dispersed across geography; however, those approaches may not represent the breadth of environments inhabited by a host, vector, or pathogen, leaving significant gaps in our understanding of pathogen dynamics in their natural reservoirs and environments. As a case study on the design of pathogen surveillance programs, we assess how well 20 years of small mammal surveys in Panamá sampled available environments and propose a multistep approach to selecting survey localities in the future. We use > 8000 georeferenced mammal specimen records, collected as part of a long-term hantavirus surveillance program, to test the completeness of country-wide environmental sampling. Despite 20 years of surveillance, our analyses identify a few key environmental sampling gaps. To refine surveillance strategies, we select a series of "core" historically sampled localities for continued surveillance, supplemented with additional environmentally distinct sites to more completely represent available environments in Panamá. Based on lessons learned through decades of surveillance, we propose a series of recommendations to improve strategic sampling of wildlife for zoonotic pathogen surveillance.

对人畜共患病原体的监测和监测是确定和减轻新出现的公共卫生威胁的关键。监测通常被设计为分类目标或系统地分散在地理上;然而,这些方法可能不能代表宿主、媒介或病原体所居住的环境的广度,在我们对病原体在自然宿主和环境中的动态的理解上留下了重大空白。作为病原体监测计划设计的案例研究,我们评估了巴拿马20年来小型哺乳动物调查的效果,并提出了未来选择调查地点的多步骤方法。作为汉坦病毒长期监测计划的一部分,我们使用bbb8000个地理参考哺乳动物标本记录来测试全国范围内环境采样的完整性。尽管进行了20年的监测,但我们的分析发现了一些关键的环境采样差距。为了完善监测策略,我们选择了一系列“核心”历史采样地点进行持续监测,并补充了其他环境不同的地点,以更完整地代表巴拿马的可用环境。根据几十年监测的经验教训,我们提出了一系列建议,以改进用于人畜共患病原体监测的野生动物战略性采样。
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引用次数: 0
Disease Risks for Restoring Endangered Sahelo-Saharan Antelope: A Literature Review. 恢复濒临灭绝的萨赫勒-撒哈拉羚羊的疾病风险:文献综述。
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-07-09 DOI: 10.1007/s10393-025-01728-8
Lauren Ellis, Jennifer H Yu, Katherine Mertes, Stephen Cox, Ife Desamours, Mahamat Fayiz Abakar, Maria Elena Pesci, Latifa Sikli, Elizabeth A J Cook, Dawn Zimmerman

In 1994, the Convention on the Conservation of Migratory Species of Wild Animals identified six species of Sahelo-Saharan antelope in immediate danger of extinction. Several of these species are now subjects of large-scale conservation efforts, including reintroductions and population reinforcements across their native ranges. However, disease-related mortalities can cause major setbacks, and wildlife-livestock interfaces are widely thought to have contributed to disease and mortality events in translocated animals. We reviewed 202 English and French publications spanning 20 years (2000-2020) and the WOAH-WAHIS database for infectious diseases and parasites that could pose risks to Sahelo-Saharan antelope. Our review included countries with active conservation translocation initiatives for these species: Chad, Morocco, Senegal, and Tunisia. We found reports of 159 distinct infectious agents or parasites. Frequently identified viruses included bluetongue virus, Rift Valley fever virus, and small ruminant morbillivirus. Commonly reported bacterial and protozoal agents included Anaplasma spp., Theileria spp., and Toxoplasma spp., while common ectoparasites included Hyalomma and Rhipicephalus ticks. Sixty-nine (43%) of the infectious agents identified were potentially zoonotic, 39 (25%) were vector-borne, and 30 were WOAH-listed diseases. These findings highlight potential regional health threats to Sahelo-Saharan antelope and neighboring livestock and human communities. Targeted research is needed to elucidate the role of wildlife in the epidemiology of livestock diseases and vice versa.

1994年,《保护迁徙野生动物物种公约》确定了六种濒临灭绝的萨赫勒-撒哈拉羚羊。其中一些物种现在正在进行大规模的保护工作,包括在其原生范围内重新引入和种群增加。然而,与疾病相关的死亡可能造成重大挫折,野生动物与牲畜的接触被广泛认为是造成易位动物疾病和死亡事件的原因。我们回顾了20年间(2000-2020年)的202篇英文和法文出版物,以及可能对萨赫勒-撒哈拉羚羊构成风险的waah - wahis传染病和寄生虫数据库。我们的研究包括乍得、摩洛哥、塞内加尔和突尼斯等对这些物种采取积极保护措施的国家。我们发现了159种不同的传染因子或寄生虫的报告。经常发现的病毒包括蓝舌病病毒、裂谷热病毒和小反刍动物麻疹病毒。通常报道的细菌和原生动物病原体包括无形体、伊氏杆菌和弓形虫,而常见的外寄生虫包括透明体和鼻头蜱。发现的69种(43%)传染性病原体是潜在的人畜共患病,39种(25%)是媒介传播的,30种是世界卫生组织列出的疾病。这些发现突出了对萨赫勒-撒哈拉羚羊以及邻近牲畜和人类社区的潜在区域健康威胁。需要有针对性的研究来阐明野生动物在牲畜疾病流行病学中的作用,反之亦然。
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引用次数: 0
Analyzing the Interplay of Air Pollution and COVID-19: A Review on Health Implications. 分析空气污染与COVID-19的相互作用:健康影响综述
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-05-29 DOI: 10.1007/s10393-025-01720-2
Bhupendra Pratap Singh

The COVID-19 pandemic has had a profound impact on global public health, highlighting the complex relationship between air pollution and disease transmission. Approximately 2.3 billion people live in regions with high levels of air pollution, particularly in the Asia-Pacific region, with countries like India facing severe challenges. This review examines the association between various pollutants, including PM2.5, PM10, NO2, SO2, and CO, and the spread, severity, and mortality of COVID-19. Particulate matter, particularly fine particles, serves as a carrier for viral particles, facilitating faster transmission and increasing respiratory vulnerability. Studies have shown that long-term exposure to air pollutants exacerbates the severity of COVID-19 symptoms, especially in densely populated urban areas. During the lockdown phases, significant reductions in air pollution were observed, including decreases in PM2.5 by up to 93%, PM10 by 83%, and NO2 levels, which contributed to improved air quality and potentially mitigated COVID-19 mortality rates. The review also underscores regional disparities, with marginalized populations bearing a disproportionate burden of pollution exposure and health impacts. Gaseous pollutants such as NO2 were found to contribute to respiratory inflammation, increasing the susceptibility to severe COVID-19 outcomes. Additionally, the review explores the influence of meteorological and climatic factors on COVID-19 outcomes, noting the varying impact of temperature, humidity, and other factors depending on the season, geographical location, and latitude. These findings offer critical insights for policymakers and public health authorities in developing strategies for mitigating both air pollution and COVID-19 transmission.

2019冠状病毒病大流行对全球公共卫生产生了深远影响,凸显了空气污染与疾病传播之间的复杂关系。大约有23亿人生活在空气污染严重的地区,特别是在亚太地区,印度等国家面临着严峻的挑战。这篇综述探讨了各种污染物,包括PM2.5、PM10、NO2、SO2和CO,与COVID-19的传播、严重程度和死亡率之间的关系。颗粒物,特别是细颗粒物,是病毒颗粒的载体,促进了更快的传播,增加了呼吸系统的易感性。研究表明,长期暴露于空气污染物会加剧COVID-19症状的严重程度,特别是在人口稠密的城市地区。在封锁阶段,观察到空气污染显著减少,包括PM2.5下降高达93%,PM10下降83%,二氧化氮水平下降,这有助于改善空气质量,并有可能降低COVID-19死亡率。审查还强调了区域差异,边缘化人口承受着污染暴露和健康影响的不成比例的负担。二氧化氮等气态污染物被发现会导致呼吸道炎症,增加对COVID-19严重后果的易感性。此外,报告还探讨了气象和气候因素对COVID-19结果的影响,指出温度、湿度和其他因素的影响因季节、地理位置和纬度而异。这些发现为决策者和公共卫生当局制定减轻空气污染和COVID-19传播的战略提供了重要见解。
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引用次数: 0
Distribution of Desmodus rotundus and Its Implications for Rabies in Mexico. 墨西哥圆棘螨的分布及其对狂犬病的影响。
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-06-17 DOI: 10.1007/s10393-025-01719-9
José I Olave-Leyva, Julio Martínez-Burnes, Felipe A Toro-Cardona, Nidia Aréchiga-Ceballos, Álvaro Aguilar-Setién, Hugo Barrios-García, Irma López-Martínez, Araceli Casar-Solares, Leroy Soria-Díaz

Rabies is one of the zoonoses with the most significant impact on domestic herbivores, representing a mortality of 100,000 individuals and an economic loss of US$97 million per year in Latin America. The common vampire bat (Desmodus rotundus) is the primary reservoir for livestock rabies and is naturally distributed in Latin America. The concern arises from the possibility that climate change could facilitate the species' arrival to the southern USA. In this study, we used ecological niche modeling to estimate the distribution of D. rotundus in the present time and under future climate change scenarios. We analyzed whether rabies cases in Mexico were related to D. rotundus climatic suitability, and other factors such as livestock density and an ecological impact index. Our results suggest that climate change could facilitate the colonization of new sites in northern Mexico and the southern USA, which could threaten animal and human health. Further, we found that rabies cases are explained mainly by the reservoir suitability. However, national- and state-level policies may also play a key role in explaining the rabies cases in Mexico. There is a possibility that D. rotundus may expand its range to northern and northeastern Mexico, implying a high risk for the presence of rabies virus-free areas in the southern USA.

狂犬病是对国内食草动物影响最大的人畜共患病之一,在拉丁美洲每年造成10万人死亡和9700万美元的经济损失。普通吸血蝙蝠(圆齿蝙蝠)是家畜狂犬病的主要宿主,自然分布于拉丁美洲。这种担忧源于气候变化可能会促进该物种到达美国南部。本研究采用生态位模型估算了在当前和未来气候变化情景下圆轮草的分布。我们分析了墨西哥狂犬病病例是否与圆形鼠气候适宜性、家畜密度和生态影响指数等因素有关。我们的研究结果表明,气候变化可能促进墨西哥北部和美国南部新地点的殖民化,这可能威胁到动物和人类的健康。此外,我们发现狂犬病病例的主要原因是水库的适宜性。然而,国家和州一级的政策也可能在解释墨西哥的狂犬病病例方面发挥关键作用。有一种可能性是,圆形D.可能会扩大其范围到墨西哥北部和东北部,这意味着在美国南部无狂犬病病毒地区存在的高风险。
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引用次数: 0
Ecological Niche and Potential Geographic Distribution of Aedes aegypti and Aedes albopictus in Northeast Argentina. 阿根廷东北部埃及伊蚊和白纹伊蚊生态位及潜在地理分布
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-09-01 Epub Date: 2025-06-15 DOI: 10.1007/s10393-025-01721-1
Mía Elisa Martín, Marina Stein, Florencia Sangermano, Elizabet Lilia Estallo

Aedes aegypti and Aedes albopictus are the primary vectors of arboviruses in Argentina, with increasing importance in Northeastern Argentina (NEA). This study used ecological niche modeling (MaxEnt) to estimate the potential geographic distribution of both species in NEA, integrating bioclimatic, land cover, and sociodemographic variables such as population density and urban accessibility. Occurrence data were compiled from global databases and literature, and model calibration was based on variable selection, spatial filtering, and cross-validation. Results indicate a broader potential distribution for Ae. albopictus compared to Ae. aegypti, particularly in under-sampled areas of Misiones and Corrientes. Urban accessibility emerged as the most influential predictor for both species, with models combining environmental and sociodemographic variables outperforming climate-only models (AUC > 0.84). Binary habitat suitability maps showed marked differences between models, underscoring the importance of human-driven factors. These findings support the use of integrative modeling approaches to better anticipate vector expansion and prioritize surveillance. The study provides critical information to guide vector control programs and reduce the risk of arbovirus transmission, especially in densely populated and highly connected areas.

埃及伊蚊和白纹伊蚊是阿根廷虫媒病毒的主要媒介,在阿根廷东北部日益重要。本研究利用生态位模型(MaxEnt),综合生物气候、土地覆盖和人口密度、城市可达性等社会人口变量,估算了这两个物种在NEA的潜在地理分布。发生率数据来自全球数据库和文献,模型校正基于变量选择、空间滤波和交叉验证。结果表明,伊蚊的潜在分布范围更广。白纹伊蚊与伊蚊。埃及伊蚊,特别是在米西奥内斯和科伦特斯采样不足的地区。城市可达性是这两个物种最具影响力的预测因子,结合环境和社会人口变量的模型优于仅考虑气候的模型(AUC为0.84)。二元生境适宜性图显示了不同模式间的显著差异,强调了人为驱动因素的重要性。这些发现支持使用综合建模方法来更好地预测病媒扩展和优先监测。该研究为指导病媒控制规划和减少虫媒病毒传播风险提供了关键信息,特别是在人口密集和高度互联的地区。
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引用次数: 0
Integrating Artificial Intelligence in Environmental Monitoring: A Paradigm Shift in Data-Driven Sustainability. 将人工智能整合到环境监测中:数据驱动可持续性的范式转变。
IF 2.2 3区 环境科学与生态学 Q3 ENVIRONMENTAL SCIENCES Pub Date : 2025-08-28 DOI: 10.1007/s10393-025-01752-8
Ufondu Maryann Afoma, Shilpy Singh, Abhishek Kumar Mishra, Chetan Kumar Sharma, Kashish Gupta, Manoj Kumar Mishra, Biswajit Roy, Ved Vrat Verma, Varun Kumar Sharma

Environmental monitoring is essential for understanding and minimizing human impact on ecosystems. Traditional methods like manual sampling and laboratory testing, while accurate, are often costly, time-consuming, and difficult to scale, especially in low-resource settings. Artificial intelligence (AI) is increasingly addressing these limitations by enabling automated data collection, real-time analysis, and predictive modeling. Techniques such as machine learning (ML) and deep learning (DL) are being applied to monitor air and water quality, track climate patterns, and support biodiversity efforts. Hybrid AI models further improve accuracy by integrating various analytical approaches. Key applications include species identification, habitat assessment, wildlife tracking, and anti-poaching, utilizing tools such as drone imagery, camera traps, and GPS data. This review explores the latest advancements in AI-based environmental monitoring, emphasizing technologies like explainable AI (XAI), edge computing, and the Internet of Things (IoT), which improve transparency and reduce processing costs. It also addresses ongoing challenges, including data quality, computational demands, and the need for interpretable models. By evaluating practical limitations and proposing interdisciplinary strategies, this article highlights the transformative potential of AI for sustainable environmental management. Successful implementation will depend on ethical frameworks, policy alignment, and cross-sector collaboration to fully realize AI's role in global ecological stewardship.

环境监测对于了解和尽量减少人类对生态系统的影响至关重要。人工采样和实验室检测等传统方法虽然准确,但往往成本高、耗时长、难以规模化,尤其是在资源匮乏的环境中。人工智能(AI)越来越多地通过实现自动化数据收集、实时分析和预测建模来解决这些限制。机器学习(ML)和深度学习(DL)等技术正被应用于监测空气和水质,跟踪气候模式,并支持生物多样性的努力。混合人工智能模型通过整合各种分析方法进一步提高了准确性。主要应用包括物种识别、栖息地评估、野生动物跟踪和反偷猎,利用无人机图像、相机陷阱和GPS数据等工具。本文探讨了基于人工智能的环境监测的最新进展,重点介绍了可解释人工智能(XAI)、边缘计算和物联网(IoT)等技术,这些技术提高了透明度并降低了处理成本。它还解决了当前的挑战,包括数据质量、计算需求和对可解释模型的需求。通过评估实际限制和提出跨学科策略,本文强调了人工智能在可持续环境管理方面的变革潜力。成功实施将取决于道德框架、政策协调和跨部门合作,以充分实现人工智能在全球生态管理中的作用。
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