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Integrating Advanced Metabolomics and Machine Learning for Anti-Doping in Human Athletes.

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Title: Integrating Advanced Metabolomics and Machine Learning for Anti-Doping in Human Athletes.
Authors: AbuHaweeleh MN; College of Medicine, QU Health, Qatar University, Doha P.O. Box 2713, Qatar., Hamdan A; College of Medicine, QU Health, Qatar University, Doha P.O. Box 2713, Qatar., Al-Essa J; Qatar Antidoping Agency, Doha P.O. Box 120, Qatar., Aljaal S; Qatar Antidoping Agency, Doha P.O. Box 120, Qatar., Al Saad N; Qatar Antidoping Agency, Doha P.O. Box 120, Qatar., Georgakopoulos C; Saudi Anti-Doping Laboratory, Department of Pathology and Laboratory Medicine (MC-1122), Ministry of National Guard Health Affairs, King Abdulaziz Medical City, Building 6419 Ar Rimaya, Unit 1, P.O. Box 22490, Riyadh 14611-2860, Saudi Arabia., Botre F; Department of Chemistry 'Ugo Schiff', University of Florence, 50139 Florence, Italy., Elrayess MA; College of Medicine, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.; Biomedical Research Center, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.
Source: Metabolites [Metabolites] 2025 Oct 27; Vol. 15 (11). Date of Electronic Publication: 2025 Oct 27.
Publication Type: Journal Article; Review
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101578790 Publication Model: Electronic Cited Medium: Print ISSN: 2218-1989 (Print) Linking ISSN: 22181989 NLM ISO Abbreviation: Metabolites Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Integrating Advanced Metabolomics and Machine Learning for Anti-Doping in Human Athletes.
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  Data: <searchLink fieldCode="AU" term="%22AbuHaweeleh+MN%22">AbuHaweeleh MN</searchLink>; College of Medicine, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.<br /><searchLink fieldCode="AU" term="%22Hamdan+A%22">Hamdan A</searchLink>; College of Medicine, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.<br /><searchLink fieldCode="AU" term="%22Al-Essa+J%22">Al-Essa J</searchLink>; Qatar Antidoping Agency, Doha P.O. Box 120, Qatar.<br /><searchLink fieldCode="AU" term="%22Aljaal+S%22">Aljaal S</searchLink>; Qatar Antidoping Agency, Doha P.O. Box 120, Qatar.<br /><searchLink fieldCode="AU" term="%22Al+Saad+N%22">Al Saad N</searchLink>; Qatar Antidoping Agency, Doha P.O. Box 120, Qatar.<br /><searchLink fieldCode="AU" term="%22Georgakopoulos+C%22">Georgakopoulos C</searchLink>; Saudi Anti-Doping Laboratory, Department of Pathology and Laboratory Medicine (MC-1122), Ministry of National Guard Health Affairs, King Abdulaziz Medical City, Building 6419 Ar Rimaya, Unit 1, P.O. Box 22490, Riyadh 14611-2860, Saudi Arabia.<br /><searchLink fieldCode="AU" term="%22Botre+F%22">Botre F</searchLink>; Department of Chemistry 'Ugo Schiff', University of Florence, 50139 Florence, Italy.<br /><searchLink fieldCode="AU" term="%22Elrayess+MA%22">Elrayess MA</searchLink>; College of Medicine, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.; Biomedical Research Center, QU Health, Qatar University, Doha P.O. Box 2713, Qatar.
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  Data: <searchLink fieldCode="JN" term="%22101578790%22">Metabolites</searchLink> [Metabolites] 2025 Oct 27; Vol. 15 (11). <i>Date of Electronic Publication: </i>2025 Oct 27.
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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>101578790 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2218-1989 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222181989%22">22181989 </searchLink><i>NLM ISO Abbreviation: </i>Metabolites <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.3390/metabo15110696
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              Text: 2025 Oct 27
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