ArticleScientific reports2021
Social media reveal ecoregional variation in how weather influences visitor behavior in U.S. National Park Service units.
Article in Scientific reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
7 citing papers in PubMed.
- Snow droughts, deluge, and reservation systems interact to drive recreation access at Yosemite National Park.Scientific reports · 2025Article
- The impact of environmental factors on public engagement on WeChat in China's national parks- a socio-cognitive analysis.Scientific reports · 2025Article
- Harnessing deep learning to monitor people's perceptions towards climate change on social media.Scientific reports · 2025Article
- Exploring the relationship between the tourist behavior and the spatial characteristics for rural tourism.Scientific reports · 2025Article
- Change of urban park usage as a response to the COVID-19 global pandemic.Scientific reports · 2023Article
- Article
- Biodiversity and infrastructure interact to drive tourism to and within Costa Rica.Proceedings of the National Academy of Sciences of the United States of America · 2022Article
Corrections and comments
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Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Daily weather affects total visitation to parks and protected areas, as well as visitors' experiences. However, it is unknown if and how visitors change their spatial behavior within a park due to daily weather conditions. We investigated the impact of daily maximum temperature and precipitation on summer visitation patterns within 110 U.S. National Park Service units. We connected 489,061 geotagged Flickr photos to daily weather, as well as visitors' elevation and distance to amenities (i.e., roads, waterbodies, parking areas, and buildings). We compared visitor behavior on cold, average, and hot days, and on days with precipitation compared to days without precipitation, across fourteen ecoregions within the continental U.S. Our results suggest daily weather impacts where visitors go within parks, and the effect of weather differs substantially by ecoregion. In most ecoregions, visitors stayed closer to infrastructure on rainy days. Temperature also affects visitors' spatial behavior within parks, but there was not a consistent trend across ecoregions. Importantly, parks in some ecoregions contain more microclimates than others, which may allow visitors to adapt to unfavorable conditions. These findings suggest visitors' spatial behavior in parks may change in the future due to the increasing frequency of hot summer days.
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Registered trials
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