Data-driven prediction of daily Cryptosporidium river concentrations for water resource management: Use of catchment-averaged vs spatially distributed features in a Bagging-XGBoost model.

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Title: Data-driven prediction of daily Cryptosporidium river concentrations for water resource management: Use of catchment-averaged vs spatially distributed features in a Bagging-XGBoost model.
Authors: Smalley AL; University of Sheffield, Sheffield S1 3JD, UK. Electronic address: alan.smalley@sheffield.ac.uk., Douterelo I; University of Sheffield, Sheffield S1 3JD, UK. Electronic address: i.douterelo@sheffield.ac.uk., Chipps M; Thames Water Research, Development and Innovation, Kempton Park AWTW, Hanworth TW13 6XH, UK. Electronic address: michael.chipps@thameswater.co.uk., Shucksmith JD; University of Sheffield, Sheffield S1 3JD, UK. Electronic address: j.shucksmith@sheffield.ac.uk.
Source: The Science of the total environment [Sci Total Environ] 2025 Aug 20; Vol. 991, pp. 179794. Date of Electronic Publication: 2025 Jun 20.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 0330500 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-1026 (Electronic) Linking ISSN: 00489697 NLM ISO Abbreviation: Sci Total Environ Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Smalley+AL%22">Smalley AL</searchLink>; University of Sheffield, Sheffield S1 3JD, UK. Electronic address: alan.smalley@sheffield.ac.uk.<br /><searchLink fieldCode="AU" term="%22Douterelo+I%22">Douterelo I</searchLink>; University of Sheffield, Sheffield S1 3JD, UK. Electronic address: i.douterelo@sheffield.ac.uk.<br /><searchLink fieldCode="AU" term="%22Chipps+M%22">Chipps M</searchLink>; Thames Water Research, Development and Innovation, Kempton Park AWTW, Hanworth TW13 6XH, UK. Electronic address: michael.chipps@thameswater.co.uk.<br /><searchLink fieldCode="AU" term="%22Shucksmith+JD%22">Shucksmith JD</searchLink>; University of Sheffield, Sheffield S1 3JD, UK. Electronic address: j.shucksmith@sheffield.ac.uk.
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  Data: <searchLink fieldCode="JN" term="%220330500%22">The Science of the total environment</searchLink> [Sci Total Environ] 2025 Aug 20; Vol. 991, pp. 179794. <i>Date of Electronic Publication: </i>2025 Jun 20.
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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>0330500 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1879-1026 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200489697%22">00489697 </searchLink><i>NLM ISO Abbreviation: </i>Sci Total Environ <i>Subsets: </i>MEDLINE
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              Text: 2025 Aug 20
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