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Model-Informed Precision Dosing: Conceptual Framework for Therapeutic Drug Monitoring Integrating Machine Learning and Artificial Intelligence Within Population Health Informatics.

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Title: Model-Informed Precision Dosing: Conceptual Framework for Therapeutic Drug Monitoring Integrating Machine Learning and Artificial Intelligence Within Population Health Informatics.
Authors: Le J; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA.; Tylan Health, El Monte, CA 91732, USA., Le HN; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA., Nguyen G; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA., Kim R; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA., Avedissian SN; College of Pharmacy, University of Nebraska Medical Center, Omaha, NE 68198, USA., Vo C; Tylan Health, El Monte, CA 91732, USA., Le BH; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam., Nguyen TH; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam., Nguyen DT; Saint Paul Hospital, Hanoi 100000, Vietnam., Do DH; Tylan Health, El Monte, CA 91732, USA.; Department of Sociology, Dartmouth College, Hanover, NH 03755, USA., Le B; Tylan Health, El Monte, CA 91732, USA., Nguyen AP; Tylan Health, El Monte, CA 91732, USA., Tran T; Tylan Health, El Monte, CA 91732, USA.; Huntington Hospital, Pasadena, CA 91105, USA., Phung CK; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam., Vu DAM; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam., Singh K; Division of Biomedical Informatics, School of Medicine, University of California San Diego, La Jolla, CA 92093, USA., Sitapati AM; Division of Biomedical Informatics, School of Medicine, University of California San Diego, La Jolla, CA 92093, USA.
Source: Journal of personalized medicine [J Pers Med] 2026 Jan 31; Vol. 16 (2). Date of Electronic Publication: 2026 Jan 31.
Publication Type: Journal Article; Review
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101602269 Publication Model: Electronic Cited Medium: Print ISSN: 2075-4426 (Print) Linking ISSN: 20754426 NLM ISO Abbreviation: J Pers Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Model-Informed Precision Dosing: Conceptual Framework for Therapeutic Drug Monitoring Integrating Machine Learning and Artificial Intelligence Within Population Health Informatics.
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  Data: <searchLink fieldCode="AU" term="%22Le+J%22">Le J</searchLink>; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA.; Tylan Health, El Monte, CA 91732, USA.<br /><searchLink fieldCode="AU" term="%22Le+HN%22">Le HN</searchLink>; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA.<br /><searchLink fieldCode="AU" term="%22Nguyen+G%22">Nguyen G</searchLink>; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA.<br /><searchLink fieldCode="AU" term="%22Kim+R%22">Kim R</searchLink>; Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, La Jolla, CA 92093, USA.<br /><searchLink fieldCode="AU" term="%22Avedissian+SN%22">Avedissian SN</searchLink>; College of Pharmacy, University of Nebraska Medical Center, Omaha, NE 68198, USA.<br /><searchLink fieldCode="AU" term="%22Vo+C%22">Vo C</searchLink>; Tylan Health, El Monte, CA 91732, USA.<br /><searchLink fieldCode="AU" term="%22Le+BH%22">Le BH</searchLink>; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam.<br /><searchLink fieldCode="AU" term="%22Nguyen+TH%22">Nguyen TH</searchLink>; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam.<br /><searchLink fieldCode="AU" term="%22Nguyen+DT%22">Nguyen DT</searchLink>; Saint Paul Hospital, Hanoi 100000, Vietnam.<br /><searchLink fieldCode="AU" term="%22Do+DH%22">Do DH</searchLink>; Tylan Health, El Monte, CA 91732, USA.; Department of Sociology, Dartmouth College, Hanover, NH 03755, USA.<br /><searchLink fieldCode="AU" term="%22Le+B%22">Le B</searchLink>; Tylan Health, El Monte, CA 91732, USA.<br /><searchLink fieldCode="AU" term="%22Nguyen+AP%22">Nguyen AP</searchLink>; Tylan Health, El Monte, CA 91732, USA.<br /><searchLink fieldCode="AU" term="%22Tran+T%22">Tran T</searchLink>; Tylan Health, El Monte, CA 91732, USA.; Huntington Hospital, Pasadena, CA 91105, USA.<br /><searchLink fieldCode="AU" term="%22Phung+CK%22">Phung CK</searchLink>; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam.<br /><searchLink fieldCode="AU" term="%22Vu+DAM%22">Vu DAM</searchLink>; Department of Clinical Pharmacy, Hanoi University of Pharmacy, Hanoi 100000, Vietnam.<br /><searchLink fieldCode="AU" term="%22Singh+K%22">Singh K</searchLink>; Division of Biomedical Informatics, School of Medicine, University of California San Diego, La Jolla, CA 92093, USA.<br /><searchLink fieldCode="AU" term="%22Sitapati+AM%22">Sitapati AM</searchLink>; Division of Biomedical Informatics, School of Medicine, University of California San Diego, La Jolla, CA 92093, USA.
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