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Cluster Analysis of Alcohol Consumption during Pregnancy in the Safe Passage Study
- Source :
- EMBC
- Publication Year :
- 2020
-
Abstract
- Characterization of patterns of alcohol consumption during pregnancy encompasses multiple factors such as magnitude, frequency, and timing of exposure throughout gestation. Traditional statistical models are limited in dealing with multivariate and diverse patterns of exposure as in the context of this analysis. We propose a finite mixture model-based approach to derive clusters of alcohol exposure of participants in the Safe Passage Study (PASS). Daily alcohol consumption data for 11,083 pregnant women have been clustered in 10 different exposed groups. The resulting cluster analysis was able to characterize alcohol consumption in a comprehensive framework capable of taking into account both quantity and timing of exposure as well as the occurrence of binge drinking.
- Subjects :
- Multivariate statistics
Pregnancy
030219 obstetrics & reproductive medicine
Alcohol Drinking
Ethanol
business.industry
Binge drinking
Context (language use)
Alcohol exposure
medicine.disease
Alcohol consumption during pregnancy
03 medical and health sciences
0302 clinical medicine
Environmental health
Gestation
Medicine
Cluster Analysis
Humans
Female
030212 general & internal medicine
business
Alcohol consumption
Subjects
Details
- ISSN :
- 26940604
- Volume :
- 2019
- Database :
- OpenAIRE
- Journal :
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
- Accession number :
- edsair.doi.dedup.....155f4decb2b15650b43b8758adf02b9b