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Coupling generative and predictive machine learning algorithms to enhance haloacetonitriles prediction in small water systems.

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Title: Coupling generative and predictive machine learning algorithms to enhance haloacetonitriles prediction in small water systems.
Authors: Cao C; School of Environment and Geography, Qingdao University, Qingdao, Shandong 266071, China., Zhou Y; School of Environment and Geography, Qingdao University, Qingdao, Shandong 266071, China., Hu G; School of Environment and Geography, Qingdao University, Qingdao, Shandong 266071, China. Electronic address: huguangji@qdu.edu.cn., Rodriguez MJ; L'École Supérieure D'aménagement du Territoire et de Développement Régional (ÉSAD) 2325, allée des Bibliothèque Université Laval, Québec City, QC G1V 0A6, Canada., Hewage K; School of Engineering, University of British Columbia Okanagan, Kelowna, British Columbia V1V 1V7, Canada., Sadiq R; Nazarbayev University, 53 Kabanbay Batyr Avenue, Astana 010000, Kazakhstan.
Source: Journal of hazardous materials [J Hazard Mater] 2026 Jul 15; Vol. 513, pp. 142355. Date of Electronic Publication: 2026 May 12.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 9422688 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-3336 (Electronic) Linking ISSN: 03043894 NLM ISO Abbreviation: J Hazard Mater Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Cao+C%22">Cao C</searchLink>; School of Environment and Geography, Qingdao University, Qingdao, Shandong 266071, China.<br /><searchLink fieldCode="AU" term="%22Zhou+Y%22">Zhou Y</searchLink>; School of Environment and Geography, Qingdao University, Qingdao, Shandong 266071, China.<br /><searchLink fieldCode="AU" term="%22Hu+G%22">Hu G</searchLink>; School of Environment and Geography, Qingdao University, Qingdao, Shandong 266071, China. Electronic address: huguangji@qdu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Rodriguez+MJ%22">Rodriguez MJ</searchLink>; L'École Supérieure D'aménagement du Territoire et de Développement Régional (ÉSAD) 2325, allée des Bibliothèque Université Laval, Québec City, QC G1V 0A6, Canada.<br /><searchLink fieldCode="AU" term="%22Hewage+K%22">Hewage K</searchLink>; School of Engineering, University of British Columbia Okanagan, Kelowna, British Columbia V1V 1V7, Canada.<br /><searchLink fieldCode="AU" term="%22Sadiq+R%22">Sadiq R</searchLink>; Nazarbayev University, 53 Kabanbay Batyr Avenue, Astana 010000, Kazakhstan.
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  Data: <searchLink fieldCode="JN" term="%229422688%22">Journal of hazardous materials</searchLink> [J Hazard Mater] 2026 Jul 15; Vol. 513, pp. 142355. <i>Date of Electronic Publication: </i>2026 May 12.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>9422688 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1873-3336 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2203043894%22">03043894 </searchLink><i>NLM ISO Abbreviation: </i>J Hazard Mater <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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      – Type: doi
        Value: 10.1016/j.jhazmat.2026.142355
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      – Code: eng
        Text: English
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      – TitleFull: Coupling generative and predictive machine learning algorithms to enhance haloacetonitriles prediction in small water systems.
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            NameFull: Cao C
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            NameFull: Zhou Y
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              Text: 2026 Jul 15
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              Value: 513
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            – TitleFull: Journal of hazardous materials
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