The effect of extreme temperatures on healthcare utilization during pregnancy: Findings from a nationally representative survey in India

Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes. This challenge is especially pronounced in countries like India, that lack adequate protections against climate-related health risks. While s...

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Published inEnvironmental research Vol. 285; no. Pt 2; p. 122410
Main Authors Dey, Arnab K., Dimitrova, Anna, Raj, Anita, Benmarhnia, Tarik
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier Inc 15.11.2025
Elsevier
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Online AccessGet full text
ISSN0013-9351
1096-0953
1096-0953
DOI10.1016/j.envres.2025.122410

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Abstract Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes. This challenge is especially pronounced in countries like India, that lack adequate protections against climate-related health risks. While socio-economic and accessibility barriers already limit healthcare utilization during pregnancy, climatic factors such as extreme temperatures can create additional obstacles to accessing these essential services, thereby influencing pregnancy and birth outcomes both directly and indirectly. We conducted a cross-sectional analysis using data from the National Family Health Survey (NFHS-5), a nationally representative survey for India. We examined recent healthcare utilization reported by women in their fifth month of pregnancy or later (N = 10,606). Temperature exposure was measured using daily Wet Bulb Globe Temperature (WBGT), Heat Index, and Dry Bulb Temperature (DBT) matched to respondents' geo-coded residential clusters. We calculated the number of days during the study period when temperature values exceeded or fell below extreme temperature thresholds. Generalized mixed-effects models with Inverse Propensity of Treatment Weighting (IPTW) examined associations between extreme temperature and no healthcare contact, with effect modification tested across socioeconomic variables. Extreme heat exposure significantly increased the likelihood of healthcare non-utilization among pregnant women, with the strongest associations observed for WBGT and Heat Index measures. An additional 10-days of exposure above the 90th percentile WBGT threshold increased the risk of no healthcare contact by 11 %, with similar patterns across the 85th and 95th percentiles. Heat Index showed consistent positive associations across all thresholds (8–11 % increases), while DBT trends were positive but not statistically significant. For extreme cold exposure, temperature indicators showed some association with healthcare non-utilization, though results were not consistent across exposure definitions. We did not find evidence of effect measure modification across socioeconomic groups, with only a few isolated exposure definitions showing significant difference between subgroups. •Higher exposure to extreme heat reduces healthcare utilization during pregnancy.•Heat Index and Wet Bulb Globe Temperature showed consistent associations.•Effect of extreme cold exposures were inconsistent across temperature measures.•No evidence of effect modification found across socioeconomic or demographic groups.
AbstractList Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes. This challenge is especially pronounced in countries like India, that lack adequate protections against climate-related health risks. While socio-economic and accessibility barriers already limit healthcare utilization during pregnancy, climatic factors such as extreme temperatures can create additional obstacles to accessing these essential services, thereby influencing pregnancy and birth outcomes both directly and indirectly. We conducted a cross-sectional analysis using data from the National Family Health Survey (NFHS-5), a nationally representative survey for India. We examined recent healthcare utilization reported by women in their fifth month of pregnancy or later (N = 10,606). Temperature exposure was measured using daily Wet Bulb Globe Temperature (WBGT), Heat Index, and Dry Bulb Temperature (DBT) matched to respondents' geo-coded residential clusters. We calculated the number of days during the study period when temperature values exceeded or fell below extreme temperature thresholds. Generalized mixed-effects models with Inverse Propensity of Treatment Weighting (IPTW) examined associations between extreme temperature and no healthcare contact, with effect modification tested across socioeconomic variables. Extreme heat exposure significantly increased the likelihood of healthcare non-utilization among pregnant women, with the strongest associations observed for WBGT and Heat Index measures. An additional 10-days of exposure above the 90th percentile WBGT threshold increased the risk of no healthcare contact by 11 %, with similar patterns across the 85th and 95th percentiles. Heat Index showed consistent positive associations across all thresholds (8-11 % increases), while DBT trends were positive but not statistically significant. For extreme cold exposure, temperature indicators showed some association with healthcare non-utilization, though results were not consistent across exposure definitions. We did not find evidence of effect measure modification across socioeconomic groups, with only a few isolated exposure definitions showing significant difference between subgroups.
Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes. This challenge is especially pronounced in countries like India, that lack adequate protections against climate-related health risks. While socio-economic and accessibility barriers already limit healthcare utilization during pregnancy, climatic factors such as extreme temperatures can create additional obstacles to accessing these essential services, thereby influencing pregnancy and birth outcomes both directly and indirectly.BACKGROUNDExtreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes. This challenge is especially pronounced in countries like India, that lack adequate protections against climate-related health risks. While socio-economic and accessibility barriers already limit healthcare utilization during pregnancy, climatic factors such as extreme temperatures can create additional obstacles to accessing these essential services, thereby influencing pregnancy and birth outcomes both directly and indirectly.We conducted a cross-sectional analysis using data from the National Family Health Survey (NFHS-5), a nationally representative survey for India. We examined recent healthcare utilization reported by women in their fifth month of pregnancy or later (N = 10,606). Temperature exposure was measured using daily Wet Bulb Globe Temperature (WBGT), Heat Index, and Dry Bulb Temperature (DBT) matched to respondents' geo-coded residential clusters. We calculated the number of days during the study period when temperature values exceeded or fell below extreme temperature thresholds. Generalized mixed-effects models with Inverse Propensity of Treatment Weighting (IPTW) examined associations between extreme temperature and no healthcare contact, with effect modification tested across socioeconomic variables.METHODSWe conducted a cross-sectional analysis using data from the National Family Health Survey (NFHS-5), a nationally representative survey for India. We examined recent healthcare utilization reported by women in their fifth month of pregnancy or later (N = 10,606). Temperature exposure was measured using daily Wet Bulb Globe Temperature (WBGT), Heat Index, and Dry Bulb Temperature (DBT) matched to respondents' geo-coded residential clusters. We calculated the number of days during the study period when temperature values exceeded or fell below extreme temperature thresholds. Generalized mixed-effects models with Inverse Propensity of Treatment Weighting (IPTW) examined associations between extreme temperature and no healthcare contact, with effect modification tested across socioeconomic variables.Extreme heat exposure significantly increased the likelihood of healthcare non-utilization among pregnant women, with the strongest associations observed for WBGT and Heat Index measures. Each additional day above the 90th percentile WBGT threshold increased odds of no healthcare contact by 11%, with similar patterns across the 85th and 95th percentiles. Heat Index showed consistent positive associations across all thresholds (8-11% increases), while DBT trends were positive but not statistically significant. For extreme cold exposure, temperature indicators showed some association with healthcare non-utilization, though results were not consistent across exposure definitions. We did not find evidence of effect modification across socioeconomic groups, with only a few isolated exposure definitions showing significant difference between subgroups.FINDINGSExtreme heat exposure significantly increased the likelihood of healthcare non-utilization among pregnant women, with the strongest associations observed for WBGT and Heat Index measures. Each additional day above the 90th percentile WBGT threshold increased odds of no healthcare contact by 11%, with similar patterns across the 85th and 95th percentiles. Heat Index showed consistent positive associations across all thresholds (8-11% increases), while DBT trends were positive but not statistically significant. For extreme cold exposure, temperature indicators showed some association with healthcare non-utilization, though results were not consistent across exposure definitions. We did not find evidence of effect modification across socioeconomic groups, with only a few isolated exposure definitions showing significant difference between subgroups.
Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes. This challenge is especially pronounced in countries like India, that lack adequate protections against climate-related health risks. While socio-economic and accessibility barriers already limit healthcare utilization during pregnancy, climatic factors such as extreme temperatures can create additional obstacles to accessing these essential services, thereby influencing pregnancy and birth outcomes both directly and indirectly. We conducted a cross-sectional analysis using data from the National Family Health Survey (NFHS-5), a nationally representative survey for India. We examined recent healthcare utilization reported by women in their fifth month of pregnancy or later (N = 10,606). Temperature exposure was measured using daily Wet Bulb Globe Temperature (WBGT), Heat Index, and Dry Bulb Temperature (DBT) matched to respondents' geo-coded residential clusters. We calculated the number of days during the study period when temperature values exceeded or fell below extreme temperature thresholds. Generalized mixed-effects models with Inverse Propensity of Treatment Weighting (IPTW) examined associations between extreme temperature and no healthcare contact, with effect modification tested across socioeconomic variables. Extreme heat exposure significantly increased the likelihood of healthcare non-utilization among pregnant women, with the strongest associations observed for WBGT and Heat Index measures. An additional 10-days of exposure above the 90th percentile WBGT threshold increased the risk of no healthcare contact by 11 %, with similar patterns across the 85th and 95th percentiles. Heat Index showed consistent positive associations across all thresholds (8–11 % increases), while DBT trends were positive but not statistically significant. For extreme cold exposure, temperature indicators showed some association with healthcare non-utilization, though results were not consistent across exposure definitions. We did not find evidence of effect measure modification across socioeconomic groups, with only a few isolated exposure definitions showing significant difference between subgroups. •Higher exposure to extreme heat reduces healthcare utilization during pregnancy.•Heat Index and Wet Bulb Globe Temperature showed consistent associations.•Effect of extreme cold exposures were inconsistent across temperature measures.•No evidence of effect modification found across socioeconomic or demographic groups.
Background: Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes. This challenge is especially pronounced in countries like India, that lack adequate protections against climate-related health risks. While socio-economic and accessibility barriers already limit healthcare utilization during pregnancy, climatic factors such as extreme temperatures can create additional obstacles to accessing these essential services, thereby influencing pregnancy and birth outcomes both directly and indirectly.Methods: We conducted a cross-sectional analysis using data from the National Family Health Survey (NFHS-5), a nationally representative survey for India. We examined recent healthcare utilization reported by women in their fifth month of pregnancy or later (N = 10,606). Temperature exposure was measured using daily Wet Bulb Globe Temperature (WBGT), Heat Index, and Dry Bulb Temperature (DBT) matched to respondents' geo-coded residential clusters. We calculated the number of days during the study period when temperature values exceeded or fell below extreme temperature thresholds. Generalized mixed-effects models with Inverse Propensity of Treatment Weighting (IPTW) examined associations between extreme temperature and no healthcare contact, with effect modification tested across socioeconomic variables.Findings: Extreme heat exposure significantly increased the likelihood of healthcare non-utilization among pregnant women, with the strongest associations observed for WBGT and Heat Index measures. Each additional day above the 90th percentile WBGT threshold increased odds of no healthcare contact by 11%, with similar patterns across the 85th and 95th percentiles. Heat Index showed consistent positive associations across all thresholds (8-11% increases), while DBT trends were positive but not statistically significant. For extreme cold exposure, temperature indicators showed some association with healthcare non-utilization, though results were not consistent across exposure definitions. We did not find evidence of effect modification across socioeconomic groups, with only a few isolated exposure definitions showing significant difference between subgroups.
ArticleNumber 122410
Author Dimitrova, Anna
Dey, Arnab K.
Benmarhnia, Tarik
Raj, Anita
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Issue Pt 2
Keywords Pregnancy
Healthcare utilization
Extreme heat
Antenatal care
Extreme cold
India
extreme heat
extreme cold
healthcare utilization
antenatal care
pregnancy
Language English
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Snippet Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and birth outcomes....
Background: Extreme temperatures are increasing in frequency and severity, posing growing risks to maternal and child health through adverse pregnancy and...
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SubjectTerms Antenatal care
Environmental Sciences
Extreme cold
Extreme heat
Healthcare utilization
India
Life Sciences
Pregnancy
Santé publique et épidémiologie
Title The effect of extreme temperatures on healthcare utilization during pregnancy: Findings from a nationally representative survey in India
URI https://dx.doi.org/10.1016/j.envres.2025.122410
https://www.ncbi.nlm.nih.gov/pubmed/40701381
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