M Dally, A Dye-Robinson, Y Li, D Jaramillo, K Villarreal-Hernandez, L Krisher, J Butler-Dawson, J Schaeffer, J L Adgate, K A James, L S Newman
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Using linear mixed-effect regression models we assessed the performance of 14 summary measures of core body temperature on the heat-related health effects of interest. Model performance was compared using AIC and BIC. There was no consistent summary statistic that provided the best fit based on AIC or BIC for all four heat-related health effects. The difference between the observed CBT and the average of the first 60 min of the cleaned workday data (delta) provided the best performance for percent change in creatine kinase (muscle breakdown), serum creatinine (reduced kidney function), and serum osmolality (dehydration). The area under the curve (AUC) performed best for dichotomous indicator of acute kidney injury. Choice of how to operationalize longitudinal measurements of core body temperature generated using ingestible core body temperature pills should be driven by the research question and health effect of interest.</p>","PeriodicalId":588,"journal":{"name":"International Journal of Biometeorology","volume":" ","pages":""},"PeriodicalIF":3.0000,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Performance of summary measures of core body temperature in heat-related health outcome regression models.\",\"authors\":\"M Dally, A Dye-Robinson, Y Li, D Jaramillo, K Villarreal-Hernandez, L Krisher, J Butler-Dawson, J Schaeffer, J L Adgate, K A James, L S Newman\",\"doi\":\"10.1007/s00484-025-02957-w\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Climate-related hazards are a leading health and safety concern for working populations. Technological advancements have made real-time collection of core body temperature, a measure of heat strain, more feasible in non-clinical settings. Researchers and practitioners are now faced with how to best summarize a plethora of core body temperature data. Core body temperature data were collected over the course of the workday for 128 agricultural workers in Guatemala from December 2021 to April 2023. Concurrently, measures of heat-related health effects (reduced kidney function, muscle breakdown, and dehydration) were collected. Using linear mixed-effect regression models we assessed the performance of 14 summary measures of core body temperature on the heat-related health effects of interest. Model performance was compared using AIC and BIC. There was no consistent summary statistic that provided the best fit based on AIC or BIC for all four heat-related health effects. The difference between the observed CBT and the average of the first 60 min of the cleaned workday data (delta) provided the best performance for percent change in creatine kinase (muscle breakdown), serum creatinine (reduced kidney function), and serum osmolality (dehydration). The area under the curve (AUC) performed best for dichotomous indicator of acute kidney injury. Choice of how to operationalize longitudinal measurements of core body temperature generated using ingestible core body temperature pills should be driven by the research question and health effect of interest.</p>\",\"PeriodicalId\":588,\"journal\":{\"name\":\"International Journal of Biometeorology\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":3.0000,\"publicationDate\":\"2025-06-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Biometeorology\",\"FirstCategoryId\":\"89\",\"ListUrlMain\":\"https://doi.org/10.1007/s00484-025-02957-w\",\"RegionNum\":3,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOPHYSICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Biometeorology","FirstCategoryId":"89","ListUrlMain":"https://doi.org/10.1007/s00484-025-02957-w","RegionNum":3,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOPHYSICS","Score":null,"Total":0}
Performance of summary measures of core body temperature in heat-related health outcome regression models.
Climate-related hazards are a leading health and safety concern for working populations. Technological advancements have made real-time collection of core body temperature, a measure of heat strain, more feasible in non-clinical settings. Researchers and practitioners are now faced with how to best summarize a plethora of core body temperature data. Core body temperature data were collected over the course of the workday for 128 agricultural workers in Guatemala from December 2021 to April 2023. Concurrently, measures of heat-related health effects (reduced kidney function, muscle breakdown, and dehydration) were collected. Using linear mixed-effect regression models we assessed the performance of 14 summary measures of core body temperature on the heat-related health effects of interest. Model performance was compared using AIC and BIC. There was no consistent summary statistic that provided the best fit based on AIC or BIC for all four heat-related health effects. The difference between the observed CBT and the average of the first 60 min of the cleaned workday data (delta) provided the best performance for percent change in creatine kinase (muscle breakdown), serum creatinine (reduced kidney function), and serum osmolality (dehydration). The area under the curve (AUC) performed best for dichotomous indicator of acute kidney injury. Choice of how to operationalize longitudinal measurements of core body temperature generated using ingestible core body temperature pills should be driven by the research question and health effect of interest.
期刊介绍:
The Journal publishes original research papers, review articles and short communications on studies examining the interactions between living organisms and factors of the natural and artificial atmospheric environment.
Living organisms extend from single cell organisms, to plants and animals, including humans. The atmospheric environment includes climate and weather, electromagnetic radiation, and chemical and biological pollutants. The journal embraces basic and applied research and practical aspects such as living conditions, agriculture, forestry, and health.
The journal is published for the International Society of Biometeorology, and most membership categories include a subscription to the Journal.