Expanding the access of wearable silicone wristbands in community-engaged research through best practices in data analysis and integration

被引:0
|
作者
Bramer, Lisa M. [1 ]
Dixon, Holly M. [2 ]
Degnan, David J. [1 ]
Rohlman, Diana [3 ]
Herbstman, Julie B. [4 ]
Anderson, Kim A. [2 ]
Waters, Katrina M. [1 ,2 ]
机构
[1] Pacific Northwest Natl Lab, Div Biol Sci, 902 Battelle Blvd, Richland, WA 99354 USA
[2] Oregon State Univ, Environm & Mol Toxicol, 1007 Agr & Life Sci Bldg, Corvallis, OR 97331 USA
[3] Oregon State Univ, Coll Hlth, 103 SW Mem Pl, Corvallis, OR 97331 USA
[4] Columbia Univ, Mailman Sch Publ Hlth, Dept Environm Hlth Sci, 722 West 168th St, New York, NY 10032 USA
关键词
Silicone Wristbands; Wearables; Exposome; Environmental Health; Exposure Science; Public Health; CHEMICAL-EXPOSURE; IMPUTATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Wearable silicone wristbands are a rapidly growing exposure assessment technology that offer researchers the ability to study previously inaccessible cohorts and have the potential to provide a more comprehensive picture of chemical exposure within diverse communities. However, there are no established best practices for analyzing the data within a study or across multiple studies, thereby limiting impact and access of these data for larger meta-analyses. We utilize data from three studies, from over 600 wristbands worn by participants in New York City and Eugene, Oregon, to present a first-of-its-kind manuscript detailing wristband data properties. We further discuss and provide concrete examples of key areas and considerations in common statistical modeling methods where best practices must be established to enable meta-analyses and integration of data from multiple studies. Finally, we detail important and challenging aspects of machine learning, meta-analysis, and data integration that researchers will face in order to extend beyond the limited scope of individual studies focused on specific populations.
引用
收藏
页码:170 / 186
页数:17
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