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An Exploration of Machine Learning Methods in Human Biomonitoring.

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Title: An Exploration of Machine Learning Methods in Human Biomonitoring.
Authors: Singh K; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada., Bi J; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada., Musende M; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.; Department of Epidemiology and Biostatistics, McGill University, Montreal, QC H3A 1G1, Canada., Collins SP; Existing Substances Risk Assessment Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada., Borghese MM; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada., Hu JMY; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada., Pollock T; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada., St-Amand A; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada., Hennessy D; Health Analysis and Modelling Division, Analytical Studies and Modelling Branch, Statistics Canada, Ottawa, ON K1A 0T6, Canada., Buckeridge DL; Department of Epidemiology and Biostatistics, McGill University, Montreal, QC H3A 1G1, Canada.
Source: International journal of environmental research and public health [Int J Environ Res Public Health] 2026 May 20; Vol. 23 (5). Date of Electronic Publication: 2026 May 20.
Publication Type: Journal Article; Review
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101238455 Publication Model: Electronic Cited Medium: Internet ISSN: 1660-4601 (Electronic) Linking ISSN: 16604601 NLM ISO Abbreviation: Int J Environ Res Public Health Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: An Exploration of Machine Learning Methods in Human Biomonitoring.
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  Data: <searchLink fieldCode="AU" term="%22Singh+K%22">Singh K</searchLink>; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.<br /><searchLink fieldCode="AU" term="%22Bi+J%22">Bi J</searchLink>; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.<br /><searchLink fieldCode="AU" term="%22Musende+M%22">Musende M</searchLink>; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.; Department of Epidemiology and Biostatistics, McGill University, Montreal, QC H3A 1G1, Canada.<br /><searchLink fieldCode="AU" term="%22Collins+SP%22">Collins SP</searchLink>; Existing Substances Risk Assessment Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.<br /><searchLink fieldCode="AU" term="%22Borghese+MM%22">Borghese MM</searchLink>; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.<br /><searchLink fieldCode="AU" term="%22Hu+JMY%22">Hu JMY</searchLink>; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.<br /><searchLink fieldCode="AU" term="%22Pollock+T%22">Pollock T</searchLink>; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.<br /><searchLink fieldCode="AU" term="%22St-Amand+A%22">St-Amand A</searchLink>; Environmental Health Science and Research Bureau, Healthy Environments and Consumer Safety Branch, Health Canada, Ottawa, ON K1A 0K9, Canada.<br /><searchLink fieldCode="AU" term="%22Hennessy+D%22">Hennessy D</searchLink>; Health Analysis and Modelling Division, Analytical Studies and Modelling Branch, Statistics Canada, Ottawa, ON K1A 0T6, Canada.<br /><searchLink fieldCode="AU" term="%22Buckeridge+DL%22">Buckeridge DL</searchLink>; Department of Epidemiology and Biostatistics, McGill University, Montreal, QC H3A 1G1, Canada.
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  Data: <searchLink fieldCode="JN" term="%22101238455%22">International journal of environmental research and public health</searchLink> [Int J Environ Res Public Health] 2026 May 20; Vol. 23 (5). <i>Date of Electronic Publication: </i>2026 May 20.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI%22">MDPI </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101238455 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1660-4601 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216604601%22">16604601 </searchLink><i>NLM ISO Abbreviation: </i>Int J Environ Res Public Health <i>Subsets: </i>MEDLINE
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        Value: 10.3390/ijerph23050680
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        Text: English
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              Text: 2026 May 20
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