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Integrating optimization and machine learning for estimating water resistivity and saturation in shaley sand reservoirs.

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Title: Integrating optimization and machine learning for estimating water resistivity and saturation in shaley sand reservoirs.
Authors: Hameedy MAE; Department of Geophysics, Faculty of Science, Cairo university, Giza, 12613, Egypt. mashraf@sci.cu.edu.eg., Mabrouk WM; Department of Geophysics, Faculty of Science, Cairo university, Giza, 12613, Egypt., Metwally AM; Department of Geophysics, Faculty of Science, Cairo university, Giza, 12613, Egypt.
Source: Scientific reports [Sci Rep] 2026 Feb 11; Vol. 16 (1), pp. 6342. Date of Electronic Publication: 2026 Feb 11.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Hameedy+MAE%22">Hameedy MAE</searchLink>; Department of Geophysics, Faculty of Science, Cairo university, Giza, 12613, Egypt. mashraf@sci.cu.edu.eg.<br /><searchLink fieldCode="AU" term="%22Mabrouk+WM%22">Mabrouk WM</searchLink>; Department of Geophysics, Faculty of Science, Cairo university, Giza, 12613, Egypt.<br /><searchLink fieldCode="AU" term="%22Metwally+AM%22">Metwally AM</searchLink>; Department of Geophysics, Faculty of Science, Cairo university, Giza, 12613, Egypt.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Feb 11; Vol. 16 (1), pp. 6342. <i>Date of Electronic Publication: </i>2026 Feb 11.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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      – TitleFull: Integrating optimization and machine learning for estimating water resistivity and saturation in shaley sand reservoirs.
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              Text: 2026 Feb 11
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