在热相关健康结果回归模型中核心体温汇总测量的性能

IF 3 3区 地球科学 Q2 BIOPHYSICS
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
{"title":"在热相关健康结果回归模型中核心体温汇总测量的性能","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":"{\"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}
引用次数: 0

摘要

与气候有关的危害是劳动人口的主要健康和安全问题。技术进步使得实时采集核心体温(一种热应变测量方法)在非临床环境中更加可行。研究人员和从业人员现在面临着如何最好地总结大量核心体温数据的问题。研究人员从2021年12月至2023年4月在危地马拉收集了128名农业工人的核心体温数据。同时,收集了与热相关的健康影响(肾功能降低、肌肉衰竭和脱水)的测量结果。使用线性混合效应回归模型,我们评估了14种核心体温的综合测量对热相关健康影响的表现。采用AIC和BIC对模型性能进行比较。在AIC或BIC的基础上,没有一致的汇总统计数据为所有四种与热相关的健康影响提供最佳拟合。观察到的CBT与清洁工作日数据(delta)的前60分钟平均值之间的差异提供了肌酸激酶(肌肉分解),血清肌酐(肾功能降低)和血清渗透压(脱水)百分比变化的最佳表现。曲线下面积(AUC)是判别急性肾损伤的最佳指标。选择如何使用可摄取的核心体温药片进行核心体温的纵向测量,应由研究问题和感兴趣的健康影响驱动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
6.40
自引率
9.40%
发文量
183
审稿时长
1 months
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.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信