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The impact of extreme precipitation events and their variability on climate change beliefs in the American public 极端降水事件及其变异性对美国公众气候变化信念的影响
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-08-23 DOI: 10.1175/wcas-d-23-0014.1
S. Alexander, Mikhaila N. Calice, Dietram A. Scheufele, D. Brossard, Nicole M. Krause, D. Wright, P. Block
Although scientists agree that climate change is anthropogenic, differing interpretations of evidence in a highly polarized sociopolitical environment impact how individuals perceive climate change. While prior work suggests that individuals experience climate change through local conditions, there is a lack of consensus on how personal experience with extreme precipitation may alter public opinion on climate change. We combine high resolution precipitation data at the ZIP code level with nationally representative public opinion survey results (n = 4,008) that examine beliefs in climate change and the perceived cause. Our findings support relationships between well-established value systems (i.e., partisanship, religion) and socioeconomic status with individual opinions of climate change, showing that these values are influential in opinion formation on climate issues. We also show that experiencing characteristics of atypical precipitation (e.g., more variability than normal, increasing or decreasing trends, or highly recurring extreme events) in a local area are associated with increased belief in anthropogenic climate change. This suggests that individuals in communities that experience greater atypical precipitation may be more accepting of messaging and policy strategies directly aimed at addressing climate change challenges. Thus, communication strategies that leverage individual perception of atypical precipitation at the local level may help tap into certain “experiential” processing methods, making climate change feel less distant. These strategies may help reduce polarization and motivate mitigation and adaptation actions.
尽管科学家们一致认为气候变化是人为的,但在高度两极分化的社会政治环境中,对证据的不同解释会影响个人对气候变化的看法。虽然先前的研究表明,个人经历气候变化是由于当地条件造成的,但对于极端降水的个人经历如何改变公众对气候变化的看法,人们缺乏共识。我们将邮政编码级别的高分辨率降水数据与具有全国代表性的民意调查结果(n=4008)相结合,调查了人们对气候变化和感知原因的看法。我们的研究结果支持了既定的价值体系(即党派、宗教)和社会经济地位与个人对气候变化的看法之间的关系,表明这些价值观对气候问题的意见形成有影响。我们还表明,在当地经历非典型降水的特征(例如,比正常情况更多的可变性、增加或减少的趋势,或高度重复的极端事件)与人们对人为气候变化的信心增加有关。这表明,经历过更多非典型降水的社区中的个人可能更容易接受直接旨在应对气候变化挑战的信息和政策策略。因此,利用个人对当地非典型降水的感知的沟通策略可能有助于利用某些“经验”处理方法,使气候变化感觉不那么遥远。这些战略可能有助于减少两极分化,并推动缓解和适应行动。
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引用次数: 0
Understanding Broadcast Meteorologists’ Current and Future Use of Severe Weather Watches, Warnings and Probabilistic Hazard Information 了解广播气象学家当前和未来对恶劣天气观测、警告和概率危险信息的使用
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-08-18 DOI: 10.1175/wcas-d-23-0013.1
H. Obermeier, Kodi L. Berry, Joseph E. Trujillo-Falcón
Broadcast meteorologists are essential in the communication of National Weather Service (NWS) warnings to the public. Therefore, it is imperative to include them in a user-centered approach for the design and implementation of new warning products. Forecasting a Continuum of Environmental Threats (FACETs) will modernize the way meteorologists forecast and communicate NWS warning information to the general public using rapidly updating probabilistic hazard information (PHI). Storm scale PHI consists of probabilistic forecasts for severe wind/hail, tornadoes, and lightning hazards. Hence, NWS warnings would have the capacity to be supplemented by a quantitative or qualitative likelihood of hazard occurrence. The researchers conducting this study wanted to know what broadcast meteorologists thought about the inclusion of this likelihood information and how it could impact their decision making and communication process. Using a nationwide survey, this team of researchers first asked broadcast meteorologists about their current practices for severe weather coverage using NWS watches and warnings. Next, broadcast meteorologists were introduced to multiple iterations of PHI prototypes and queried for their input. Findings indicated that broadcast meteorologists already face a complex decision making and communication process under today’s warning paradigm. Additionally, respondents were split on whether to explicitly communicate probabilities with their viewers. Respondents’ choices were also somewhat inconclusive regarding nomenclature, definitions of PHI and representations of PHI with warning polygons. These results suggest that PHI should feature user-driven, customizable options to fulfill broadcast meteorologists’ needs and that the iterative nature of the research-and-development process of PHI should continue.
广播气象学家在向公众传达国家气象局(NWS)警告方面至关重要。因此,在设计和实施新的警告产品时,必须将它们纳入以用户为中心的方法中。预测环境威胁的连续性(FACET)将使气象学家使用快速更新的概率危险信息(PHI)预测NWS警告信息并将其传达给公众的方式现代化。风暴级PHI包括强风/冰雹、龙卷风和闪电危险的概率预测。因此,NWS警告有能力通过危险发生的定量或定性可能性进行补充。进行这项研究的研究人员想知道广播气象学家对包含这种可能性信息的看法,以及它如何影响他们的决策和沟通过程。通过一项全国性的调查,该研究小组首先询问了广播气象学家,他们目前使用NWS手表和警告进行恶劣天气覆盖的做法。接下来,广播气象学家被介绍给PHI原型的多次迭代,并询问他们的输入。研究结果表明,在今天的预警模式下,广播气象学家已经面临着复杂的决策和沟通过程。此外,受访者在是否与观众明确交流概率的问题上存在分歧。受访者的选择在命名法、PHI的定义以及带有警告多边形的PHI表示方面也有些不确定。这些结果表明,PHI应该以用户驱动、可定制的选项为特色,以满足广播气象学家的需求,并且PHI的研究和开发过程的迭代性质应该继续下去。
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引用次数: 0
Measurement and Management of Value Chain Greenhouse Gas Emissions from Supermarket Retailing 超市零售价值链温室气体排放的计量与管理
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-08-14 DOI: 10.1175/wcas-d-23-0012.1
R. Mungkung, Tananon Nudchanate
This study quantified greenhouse gas emissions from indirect activities along the whole value chain of supermarket retailing to derive mitigation measures. Both direct and indirect greenhouse gas emission sources of a supermarket retailing value chain were identified and calculated using the national guidelines for estimating the carbon footprint for organizations, based on a total area of 13,248 m2 and operating 12 hours per day. A scoring matrix was applied that considered the magnitude of emissions, the level of influence, and the risks or opportunities associated with the business operation. The scoring results indicated a major contribution from value chain activities that should be included in any greenhouse gas analysis. The calculation revealed that the greenhouse gas emissions from the value chain activities were 33,784 tCO2e/year or 94% of the total emissions. The key contributors were linked to the production of purchased goods and the management of food waste. Thus, value chain activities should not be overlooked in developing efficient greenhouse gas management strategies. Furthermore, purchased products and services carrying a carbon reduction label should be given priority, while the application of artificial intelligence and innovation could be considered to reduce the amount of food waste from expired goods.
这项研究量化了超市零售业整个价值链上间接活动的温室气体排放,以得出缓解措施。超市零售价值链的直接和间接温室气体排放源都是根据国家组织碳足迹估计指南确定和计算的,总面积为13248平方米,每天营业12小时。采用了一个评分矩阵,该矩阵考虑了排放量、影响程度以及与商业运营相关的风险或机遇。评分结果表明,任何温室气体分析都应包括价值链活动的主要贡献。计算显示,价值链活动产生的温室气体排放量为33784 tCO2e/年,占总排放量的94%。主要贡献者与采购商品的生产和食物浪费的管理有关。因此,在制定有效的温室气体管理战略时,不应忽视价值链活动。此外,应优先考虑购买带有碳减排标签的产品和服务,同时可以考虑应用人工智能和创新,以减少过期商品造成的食品浪费。
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引用次数: 0
Assessing vulnerability and population exposed to drought in various climatic regions of northeastern Iran 评估伊朗东北部不同气候地区易受干旱影响的脆弱性和人口
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-07-27 DOI: 10.1175/wcas-d-22-0143.1
M. Zarei, S. H. Hosseini, Mahnaz Naemitabar
The motivation of this research is the continuation and intensification of drought effects on various socio-economic sectors and the observation of few studies and no coordinated efforts to provide a compatible framework for drought risk management in different economic sectors and population groups of the study region. Present research was carried out to assess the vulnerability and population exposed to drought in Khorasan Razavi province. Meteorological data sets for the years 1950-2020, drought indices including Palmer self-calibration (scPDSI), standardized precipitation (SPI), standardized precipitation evapotranspiration (SPEI), population and livestock density indicators, agricultural lands, water stress, socio-economic and infrastructural factors have been used. Results indicate that dry and wet periods were estimated more intense by SPEI in all studied stations, also a significant difference was observed between the results of the SPI and SPEI indices in determining the long dry and wet periods. The highest variation between the occurrence of dry and wet periods was estimated using the SPEI, which could be related to seasonal fluctuations of temperature and computational evapotranspiration. Although no significant correlation was observed between used indices to identify the number of wet months, however, a significant positive correlation exists between the numbers of dry months estimated by those. Drought risk analysis demonstrated that the central and southern parts of the province are exposed to very severe drought, while the northern and northeastern parts of the area are more inclined to severe drought. The highest class of drought exposure is observed in the southern, central, and eastern regions of the province so they represent the high-risk category of drought.
这项研究的动机是干旱对各个社会经济部门的影响的持续和加剧,观察到的研究很少,也没有协调一致的努力,为研究区域不同经济部门和人口群体的干旱风险管理提供一个兼容的框架。本研究旨在评估呼罗珊拉扎维省的脆弱性和受干旱影响的人口。利用1950-2020年的气象数据集、Palmer自定标(scPDSI)、标准化降水(SPI)、标准化降水蒸散(SPEI)、人口和牲畜密度指标、农业用地、水资源压力、社会经济和基础设施因素等干旱指数。结果表明,各站SPI指数对干湿期的预测强度较大,在判断干湿期长方面,SPI指数与SPEI指数的预测结果存在显著差异。利用SPEI估算了干湿期发生的最大变化,这可能与温度和计算蒸散发的季节波动有关。测定湿月数的指数间无显著相关,而测定干月数的指数间存在显著正相关。干旱风险分析表明,我省中部和南部地区旱情较重,北部和东北部地区旱情较重。该省南部、中部和东部地区的干旱暴露程度最高,因此它们代表了干旱的高风险类别。
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引用次数: 0
Worry about Climate Change of Outdoor Recreation Participants: A Case Study in Türkiye 户外游憩参与者对气候变化的担忧:以台湾为例
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-07-21 DOI: 10.1175/wcas-d-23-0039.1
Ramazan Aslan, Musab Süleyman Köçer, Sefa Mızrak
Anthropogenic climate change (ACC) is considered one of the biggest threats to humanity in the century, with severe direct or indirect impacts on people’s lives. Such a significant threat causes serious concern, which can motivate low-level pro-environmental behaviour and lead to serious health problems at high levels. Therefore, determining the level of this concern is crucial. Outdoor recreation participants, who are constantly in contact with nature, can closely witness the effects of ACC due to these interactions. Therefore, evaluating their ACC worry is essential. In this study, the aim was to determine the ACC worry levels of outdoor recreation participants.The research data was collected through an online survey from a sample reached through convenience sampling method throughout Türkiye. The data were analyzed using AMOS and SPSS software. The relationship between independent variables and ACC concern was revealed through ordinal logistic regression.The research found that the participants had a high level of concern about ACC, with a score of 3.50. It was also determined that this level of concern was influenced by variables such as the type of outdoor recreation, the duration of participation in outdoor recreation, and exposure to the effects of ACC. Considering ACC can motivate pro-environmental behaviours, the research suggests that outdoor recreational participants with high levels of concern about ACC should not be ignored in the adaptation process.
人为气候变化(ACC)被认为是本世纪人类面临的最大威胁之一,对人们的生活产生了严重的直接或间接影响。这一重大威胁引起严重关切,可激发低水平的亲环境行为,并在高水平上导致严重的健康问题。因此,确定这种关注的程度是至关重要的。户外休闲活动的参与者经常与自然接触,可以近距离地目睹ACC的影响。因此,评估他们的ACC担忧是必要的。在这项研究中,目的是确定户外娱乐参与者的ACC担忧水平。研究数据是通过在线调查的方式收集的,通过方便抽样法在全国范围内进行抽样。采用AMOS和SPSS软件对数据进行分析。通过有序逻辑回归揭示自变量与ACC关注度之间的关系。研究发现,参与者对ACC的关注度很高,得分为3.50。研究还确定,这种关注程度受到各种变量的影响,如户外娱乐的类型、参加户外娱乐的持续时间以及受到ACC影响的程度。考虑到ACC可以激发亲环境行为,研究表明,在适应过程中,对ACC高度关注的户外娱乐参与者不应被忽视。
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引用次数: 0
What impact? Communicating Severity Forecast Information through the Winter Storm Severity Index 有什么影响吗?透过冬季风暴强度指数传递风暴强度预报资料
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-07-13 DOI: 10.1175/wcas-d-23-0023.1
K. Semmens, Rachel Hogan Carr, B. Montz, Keri Maxfield
Communicating the threat of severe winter weather is not simply a matter of the quantity of inches of snow or degrees of cold; it also considers the potential impacts of the storm. The Winter Storm Severity Index (WSSI) is a graphical product from the National Weather Service that presents anticipated impacts from forecasted winter weather for a range of winter conditions. To assess the utility of the WSSI and how an impact-based winter weather forecast product is interpreted and used to inform decision-making, a mixed-methods social science study was conducted by the Nurture Nature Center in coordination with the Weather Prediction Center. Through focus groups and surveys, testing in the hydrometeorological testbed, and iterations on design and category descriptions, several themes emerged about how professional stakeholders understand, interpret, and use this product for communicating about impending winter weather. There is perceived utility in the WSSI for situational awareness and as part of a package of other information to inform decision-making. However, there is variability in interpretations of impacts, resulting from differences in geography, community readiness and experience, among other factors, which creates complications in communicating the forecast. Further, many users seek quantities related to winter weather, suggesting that education about what impact-based products include and what data are shown is necessary. Understanding the factors that influence perspectives on impact levels, and the variable needs for winter weather information across regions, improves forecasters’ abilities to effectively communicate and provide critical information that helps end users prepare for severe winter weather.
传达严冬天气的威胁不仅仅是积雪的数量或寒冷的程度;它还考虑了风暴的潜在影响。冬季风暴严重程度指数(WSSI)是美国国家气象局的一个图形产品,它显示了一系列冬季条件下冬季天气预测的预期影响。为了评估WSSI的效用,以及如何解释和使用基于影响的冬季天气预报产品来为决策提供信息,培育自然中心与天气预报中心合作进行了一项混合方法的社会科学研究。通过焦点小组和调查,在水文气象试验台的测试,以及设计和类别描述的迭代,关于专业利益相关者如何理解、解释和使用该产品来沟通即将到来的冬季天气的几个主题出现了。在态势感知和作为一揽子其他信息的一部分,为决策提供信息方面,WSSI具有感知效用。但是,由于地理位置、社区准备程度和经验等因素的差异,对影响的解释存在差异,这在传达预测方面造成了复杂性。此外,许多用户寻求与冬季天气相关的数据,这表明有必要对基于影响的产品包括哪些内容以及显示哪些数据进行教育。了解影响影响程度观点的因素,以及各地区对冬季天气信息的不同需求,可以提高预报员有效沟通和提供关键信息的能力,帮助最终用户为严冬天气做好准备。
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引用次数: 0
Rainbows of Comfort in Rising Seas: How Literalist Bible Interpretations Impact Climate Change Communication in the Marshall Islands 海洋上升中的安慰彩虹:字面圣经解释如何影响马绍尔群岛的气候变化传播
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-07-11 DOI: 10.1175/wcas-d-22-0117.1
Andrea Simonelli, Kaitlyn Novalski
The Marshall Islands is beginning to feel the impacts of climate change. Its geography and low-lying landscape has put it at a disadvantage to fight the coming seas. National leadership and environmental groups continue to provide locals with communications about the challenges to come. While climate change is a concept of science, there may be local barriers to its public internalization. This study seeks to determine if there is a relationship between fundamentalist Christian views, climate change communication, and Marshallese perceptions of global environmental change. The Marshall Islands has a deeply religious population, the majority of which are fundamentalist Christians. A mixed methods survey is employed to assess the impact the belief in biblical literalism, the Noahic Covenant, and Apocalyptic Narratives exert over Marshallese views of environmental change. Results demonstrate that non elite Marshallese inhabitants do not see climate change as an existential threat, but rather as a sign that of the end times and the Second Coming of Christ. This has significant implications for human security and migration outcomes if current climate communication methods are ineffective with respect to urgency. If locals see climate impacts through a religious lens, climate change communication must incorporate Biblical concepts and address contextual understandings.
马绍尔群岛开始感受到气候变化的影响。它的地理位置和低洼的地形使它在对抗即将到来的海洋方面处于不利地位。国家领导层和环保组织继续为当地人提供关于未来挑战的沟通。虽然气候变化是一个科学概念,但其公众内部化可能存在局部障碍。这项研究试图确定原教旨主义基督教观点、气候变化沟通和马歇尔对全球环境变化的看法之间是否存在关系。马绍尔群岛人口信奉宗教,其中大多数是原教旨主义基督徒。采用混合方法进行调查,以评估对圣经字面主义、诺亚希公约和启示录叙事的信仰对马歇尔环境变化观点的影响。结果表明,非精英马绍尔群岛居民并不将气候变化视为生存威胁,而是将其视为末日和基督复临的标志。如果当前的气候沟通方法在紧迫性方面无效,这将对人类安全和移民结果产生重大影响。如果当地人从宗教角度看待气候影响,那么气候变化沟通必须融入圣经概念并解决上下文理解问题。
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引用次数: 0
What Floodplain Managers Want: Using Weather and Climate Information for Decision-Making 河漫滩管理者想要什么:使用天气和气候信息进行决策
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-07-04 DOI: 10.1175/wcas-d-22-0080.1
Olivia G. VanBuskirk, R. McPherson, Lauren E. Mullenbach
Due to climate change, extreme precipitation events are likely to become more common in Oklahoma, requiring cities and municipalities to plan for managing this extra water. There are multiple types of practitioners within communities who are responsible for overseeing planning for the future, including stormwater and floodplain management. These practitioners may be able to integrate weather and climate information into their decision-making to help them prepare for heavy precipitation events and their impacts. Floodplain managers from central and eastern Oklahoma were interviewed to learn what information they currently use and how it informs their decision-making. When making decisions in the short-term, floodplain managers relied on weather forecasts, and for long-term decisions, other factors such as constrained budgets or the power of county officials had more influence than specific climate predictions or projections. On all timescales, social networks and prior experience with flooding informed floodplain manager’s decisions and planning. Overall, weather and climate information are just one component of floodplain managers’ decision-making process. The atmospheric science community could work more collaboratively with practitioners so that weather and climate information is more useful and therefore more relevant to the types of decisions that floodplain managers make.
由于气候变化,极端降水事件在俄克拉何马州可能会变得更加常见,这需要城市和市政当局制定计划来管理这些额外的水。社区中有多种类型的从业者负责监督未来的规划,包括雨水和洪泛平原的管理。这些从业者可能能够将天气和气候信息整合到他们的决策中,以帮助他们为强降水事件及其影响做好准备。来自俄克拉荷马州中部和东部的洪泛区管理者接受了采访,以了解他们目前使用的信息以及这些信息如何影响他们的决策。在做短期决策时,洪泛区管理者依赖天气预报,而在做长期决策时,其他因素,如预算有限或县官员的权力,比具体的气候预测或预测更有影响力。在所有的时间尺度上,社会网络和先前的洪水经验为洪泛区管理者的决策和规划提供了信息。总的来说,天气和气候信息只是河漫滩管理者决策过程的一个组成部分。大气科学界可以与从业者进行更多的合作,使天气和气候信息更有用,从而与洪泛区管理者做出的各种决策更相关。
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引用次数: 0
Examining Extreme Rainfall Forecast and Communication Processes in the South Central United States 检视美国中南部极端降雨预报及通讯过程
IF 2.2 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-07-03 DOI: 10.1175/wcas-d-22-0141.1
Ann Wanless, R. Riley
Extreme rainfall events are hazardous and costly. They have increased in parts of the United States and climate models project that trend to continue. Effective communication of potential threats and impacts associated with extreme rainfall events is one of the foci of a weather forecaster’s job and aligns with the National Weather Service’s (NWS) mission to protect life and property. This research investigated how NWS forecasters processed and communicated information about extreme rainfall events that occurred in the South Central U.S. between 2015 and 2019. The study also explored forecasters’ perceptions of the relationship between the events and climate change and if those perceptions impacted the forecasts, including how forecast information was communicated. Semi-structured interviews were conducted with NWS forecasters about how they internally processed and externally communicated model outliers and anomalous rainfall events.Thematic analysis of the interview data identified components of sensemaking and decision-making conceptual frameworks as well as principles of forecasting. These components were then combined to create an Extreme Event Forecast Communication Process Model to illustrate the findings. While forecast and communication processes are complex and vary between offices and forecasters, the communication process model presents a high-level conceptualization of how forecasters translate highly technical and disparate material into usable information for their audiences within the context of rare meteorological events.
极端降雨事件既危险又代价高昂。在美国部分地区,它们已经增加,气候模型预测这一趋势将继续下去。有效沟通与极端降雨事件相关的潜在威胁和影响是天气预报员工作的重点之一,这与国家气象局(NWS)保护生命和财产的使命是一致的。这项研究调查了NWS预报员如何处理和传达2015年至2019年美国中南部发生的极端降雨事件的信息。该研究还探讨了预报员对事件与气候变化之间关系的看法,以及这些看法是否影响了预测,包括如何传达预测信息。对NWS预报员进行了半结构化访谈,了解他们如何内部处理和外部传达模型异常值和异常降雨事件。对访谈数据的专题分析确定了意义制定和决策概念框架的组成部分以及预测原则。然后将这些组件组合起来创建一个极端事件预测通信过程模型来说明研究结果。虽然预报和通信过程很复杂,各办公室和预报员之间也各不相同,但通信过程模型提供了一个高层次的概念,说明预报员如何在罕见气象事件的背景下将高度技术性和不同的材料转化为听众可用的信息。
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引用次数: 0
The effects of climate change on outdoor recreation participation in the United States: Projections for the 21st century. 气候变化对美国户外休闲参与的影响:对 21 世纪的预测。
IF 1.9 4区 地球科学 Q3 ENVIRONMENTAL STUDIES Pub Date : 2023-07-01 DOI: 10.1175/wcas-d-22-0060.1
Jacqueline Willwerth, Megan Sheahan, Nathan Chan, Charles Fant, Jeremy Martinich, Michael Kolian

Climate change is expected to impact individuals' recreational choices, as changing temperatures and precipitation patterns influence participation in outdoor recreation and alternative activities. This paper empirically investigates the relationship between weather and outdoor recreation using nationally representative data from the contiguous United States. We find that across most outdoor recreational activities, participation is lowest on the coldest days (<35 degrees Fahrenheit) and highest at moderately high temperatures (80 to 90 degrees). Notable exceptions to this trend include water sports and snow and ice sports, for which participation peaks at the highest and lowest temperatures, respectively. If individuals continue to respond to temperature changes the same way that they have in the recent past, in a future climate that has fewer cool days and more moderate and hot days, our model anticipates net participation across all outdoor recreation activities will increase by 88 million trips annually at 1 degree Celsius of warming (CONUS) and up to 401 million trips at 6 degrees of warming, valued between $3.2 billion and $15.6 billion in consumer surplus annually (2010 population). The increase in trips is driven by participation in water sports; excluding water sports from future projections decreases the consumer surplus gains by approximately 75 percent across all modeled degrees of warming. If individuals in northern regions respond to temperature like people in southern regions currently do (a proxy for adaptation), total outdoor recreation trips will increase by an additional 17 percent compared to no adaptation at 6 degrees of warming. This benefit is generally not seen at lower degrees of warming.

气候变化预计会影响个人的娱乐选择,因为不断变化的气温和降水模式会影响户外娱乐和替代活动的参与。本文利用美国毗连地区具有全国代表性的数据,对天气与户外休闲活动之间的关系进行了实证研究。我们发现,在大多数户外娱乐活动中,参与度最低的是在最冷的日子里(例如,在美国最热的日子里,参与度最高的是在美国最冷的日子里)。
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引用次数: 0
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