SynthesisEnvironmental health perspectives2023
Seasonal Temperature Variability and Mortality in the Medicare Population.
Synthesis in Environmental health perspectives, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
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Who cites it
14 citing papers in PubMed, 27 citations in OpenAlex.
- Long-term temperature variability and cognitive performance among mid-to-older-aged adults in China.Scientific reports · 2026Article
- Wildfire smoke PMScience advances · 2026Article
- Heat waves and annual mortality among older adults (aged ≥65 years) in the USA.The Lancet. Planetary health · 2026Article
- Association between long-term extreme high temperature and mortality: a 9-million prospective cohort study.BMC medicine · 2026Article
- Temperature variability and mortality risk: distinguishing intraday and interday effects and quantifying the attributable mortality burden in Chengdu, Southwest China.Frontiers in public health · 2026Article
- Associations of Long-Term Exposure to Temperature Variability with Glucose Metabolism: Results from KORA F4 and FF4.Environmental science & technology · 2025Article
- Improved High Resolution Heat Exposure Assessment With Personal Weather Stations and Spatiotemporal Bayesian Models.GeoHealth · 2025Article
- Metrics of Urbanicity and Rurality in US-Based Epidemiologic Studies of Ambient Temperature and Health: A Scoping Review.Current environmental health reports · 2025Article
- The heat-mortality association in Jordan: Effect modification by greenness, population density and urbanization level.The Science of the total environment · 2024Article
- Association of Postpartum Temperature Exposure with Postpartum Depression: A Retrospective Cohort Study in Southern California.Environmental health perspectives · 2024Article
- Increased Risk of Influenza Infection During Cold Spells in China: National Time Series Study.JMIR public health and surveillance · 2024Article
- A nationwide time-series analysis for short-term effects of ambient temperature on violent crime in South Korea.Scientific reports · 2024Observational
- Invited Perspective: Climate Change and Reproductive Health-the Perils of Oversimplification.Environmental health perspectives · 2023Article
- Invited Perspective: Stranger Danger-Health-Damaging Variable Temperatures.Environmental health perspectives · 2023Article
Corrections and comments
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Authors and funding
8 authors at 2 institutions in 1 country.
Funding
Abstract
backgroundSeasonal temperature variability remains understudied and may be modified by climate change. Most temperature-mortality studies examine short-term exposures using time-series data. These studies are limited by regional adaptation, short-term mortality displacement, and an inability to observe longer-term relationships in temperature and mortality. Seasonal temperature and cohort analyses allow the long-term effects of regional climatic change on mortality to be analyzed.
objectivesWe aimed to carry out one of the first investigations of seasonal temperature variability and mortality across the contiguous United States. We also investigated factors that modify this association. Using adapted quasi-experimental methods, we hoped to account for unobserved confounding and to investigate regional adaptation and acclimatization at the ZIP code level.
methodsWe examined the mean and standard deviation (SD) of daily temperature in the warm (April-September) and cold (October-March) season in the Medicare cohort from 2000 to 2016. This cohort comprised 622,427,230 y of person-time in all adults over the age of 65 y from 2000 to 2016. We used daily mean temperature obtained from gridMET to develop yearly seasonal temperature variables for each ZIP code. We used an adapted difference-in-difference approach model with a three-tiered clustering approach and meta-analysis to observe the relationship between temperature variability and mortality within ZIP codes. Effect modification was assessed with stratified analyses by race and population density.
resultsFor every 1°C increase in the SD of warm and cold season temperature, the mortality rate increased by 1.54% [95% confidence interval (CI): 0.73%, 2.15%] and 0.69% (95% CI: 0.22%, 1.15%) respectively. We did not see significant effects for seasonal mean temperatures. Participants who were classified by Medicare into an "other" race group had smaller effects than those classified as White for Cold and Cold SD and areas with lower population density had larger effects for Warm SD. DISCUSSION: Warm and cold season temperature variability were significantly associated with increased mortality rates in U.S. individuals over the age of 65 y, even after controlling for seasonal temperature averages. Warm and cold season mean temperatures showed null effects on mortality. Cold SD had a larger effect size for those who were in the racial subgroup other, whereas Warm SD was more harmful for those living in lower population density areas. This study adds to the growing calls for urgent climate mitigation and environmental health adaptation and resiliency. https://doi.org/10.1289/EHP11588.
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