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Novel Analytic Methods Needed for Real-Time Continuous Core Body Temperature Data
Novel Analytic Methods Needed for Real-Time Continuous Core Body Temperature Data
- Source :
- Western Journal of Nursing Research. 39:95-111
- Publication Year :
- 2016
- Publisher :
- SAGE Publications, 2016.
-
Abstract
- Affordable measurement of core body temperature (Tc) in a continuous, real-time fashion is now possible. With this advance comes a new data analysis paradigm for occupational epidemiology. We characterize issues arising after obtaining Tc data over 188 workdays for 83 participating farmworkers, a population vulnerable to effects of rising temperatures due to climate change. We describe a novel approach to these data using smoothing and functional data analysis. This approach highlights different data aspects compared with describing Tc at a single time point or summaries of the time course into an indicator function (e.g., did Tc ever exceed 38 °C, the threshold limit value for occupational heat exposure). Participants working in ferneries had significantly higher Tc at some point during the workday compared with those working in nurseries, despite a shorter workday for fernery participants. Our results typify the challenges and opportunities in analyzing Big Data streams from real-time physiologic monitoring.
- Subjects :
- education.field_of_study
Threshold limit value
Computer science
business.industry
Population
Big data
Functional data analysis
030210 environmental & occupational health
01 natural sciences
010104 statistics & probability
03 medical and health sciences
0302 clinical medicine
Indicator function
Statistics
0101 mathematics
Time point
education
business
General Nursing
Smoothing
Environmental epidemiology
Subjects
Details
- ISSN :
- 15528456 and 01939459
- Volume :
- 39
- Database :
- OpenAIRE
- Journal :
- Western Journal of Nursing Research
- Accession number :
- edsair.doi.dedup.....2d6152ca3a80ddb21ead94e7bb916306
- Full Text :
- https://doi.org/10.1177/0193945916673058