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Increasing educational attainment is one of the most important and effective strategies for health and economic improvements. The extent to which extreme climate events disrupt education, resulting in reduced educational attainment, remains understudied. Children in low- and middle-income countries (LMICs) may be uniquely vulnerable to losing schooling after disasters due to the poor physical condition of schools and the lack of resources to mitigate unexpected household shocks. Our analysis assesses this overlooked social cost of tropical cyclones on schooling attainment. We study the education records of nearly 5.4 million individuals living in 13 LMICs that experienced tropical cyclones between 1954 and 2010. By comparing individuals living in the same locations but with different exposure levels, we estimate the change in the likelihood that a preschool-age child exposed to tropical cyclone received no schooling. We find that exposure during preschool age is associated with a 0.5 percentage point increase in the likelihood of never attending schooling (2.5% above baseline), with larger effects (up to 8.8% increase) from stronger storms. These effects are more pronounced among girls and are greater in areas less adapted to tropical cyclones. Between 2000 and 2020, we estimate that 79,000 children in the 13 study countries did not start school due to tropical cyclones, and, across all affected students, tropical cyclones resulted in a total loss of 1.1 My of school. These impacts, identified among some of the world's poorest populations, may grow in importance as exposure to severe tropical cyclones is projected to increase with climate change.
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http://dx.doi.org/10.1073/pnas.2413962122 | DOI Listing |
Camb Prism Coast Futur
December 2024
Geoscience Australia, Canberra, Australian Capital Territory, Australia.
Tropical cyclones can significantly impact mangrove forests, with some recovering rapidly, whilst others may change permanently. Inconsistent approaches to quantifying these impacts limit the capacity to identify patterns of damage and recovery across landscapes and cyclone categories. Understanding these patterns is critical as the changing frequency and intensity of cyclones and compounding effects of climate change, particularly sea-level rise, threaten mangroves and their ecosystem services.
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August 2025
Hydrography Research Group, Faculty of Earth Sciences and Technology, Bandung Institute of Technology (ITB), Bandung, Indonesia.
Predicting tropical cyclone (TC) intensity is challenging, involving numerous variables and uncertainty, especially for TC with rapid intensification (RI). One of the frequently used operational methods for such a case relies on statistical-dynamical models subjected to several limitations stemming from linear regression approximation to a complex TC system. This study proposes a new approach using a Temporal Fusion Transformer (TFT) to overcome the limitations attributed to the conventional models.
View Article and Find Full Text PDFEnviron Monit Assess
August 2025
Institute of Biological Sciences, College of Arts and Sciences, University of the Philippines Los Baños, College, Laguna, Philippines.
Philippine coral reefs have significantly declined over the past 40 years, resulting in reduced coral cover and shifts in the composition of associated organisms. While research on offshore reef systems often focuses on benthic habitat cover and reef fish, limited information remains on post-disturbance macroinvertebrate communities at a local scale. This study examines the impacts of two tropical cyclones on benthic macroinvertebrate communities in Apo Reef Natural Park (ARNP), Philippines.
View Article and Find Full Text PDFLancet Planet Health
August 2025
Institute for Environmental Decisions, ETH Zurich, Zurich, Switzerland; Federal Office of Meteorology and Climatology MeteoSwiss, Zurich, Switzerland.
Background: The climate crisis is increasingly recognised as a health crisis, driven in part by the growing frequency and intensity of climate-related hazards, such as heatwaves and wildfires. These hazards can coincide, potentially leading to compound impacts. However, little is known about where and how often such combinations occur globally.
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August 2025
School of Geosciences, University of South Florida, Tampa, USA.
During a hurricane, it is vital that individuals receive communications that are easy to process and provide sufficient information to allow informed hurricane preparedness decisions and prevent loss of life. We study how different hurricane warning scales, the traditional Saffir-Simpson Hurricane Wind Scale (SSHWS) versus the newly developed Tropical Cyclone Severity Scale (TCSS), impact intent to evacuate and understanding of hurricane severity. We use a between-subject design where participants are assigned to either the traditional SSHWS or the new TCSS scale.
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