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Optimized therapeutic drug monitoring: the role of machine learning models.

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Title: Optimized therapeutic drug monitoring: the role of machine learning models.
Authors: Sayadi H; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France., Fromage Y; INSERM CIC 1435, Dupuytren University Hospital (CHU Dupuytren), Limoges, France., Labriffe M; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France., Codde C; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.; Department of Infectious and Tropical Diseases, Dupuytren University Hospital (CHU Dupuytren), Limoges, France., Monchaud C; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France., Marquet P; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France., Ponthier L; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.; Department of Pediatrics, University Hospital of Limoges, Limoges, France., Woillard JB; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.
Source: Expert review of clinical pharmacology [Expert Rev Clin Pharmacol] 2026 Jan; Vol. 19 (1), pp. 17-26. Date of Electronic Publication: 2025 Dec 29.
Publication Type: Journal Article; Review
Journal Info: Publisher: Taylor & Francis Country of Publication: England NLM ID: 101278296 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1751-2441 (Electronic) Linking ISSN: 17512433 NLM ISO Abbreviation: Expert Rev Clin Pharmacol Subsets: MEDLINE
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  Data: Optimized therapeutic drug monitoring: the role of machine learning models.
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  Data: <searchLink fieldCode="AU" term="%22Sayadi+H%22">Sayadi H</searchLink>; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.<br /><searchLink fieldCode="AU" term="%22Fromage+Y%22">Fromage Y</searchLink>; INSERM CIC 1435, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.<br /><searchLink fieldCode="AU" term="%22Labriffe+M%22">Labriffe M</searchLink>; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.<br /><searchLink fieldCode="AU" term="%22Codde+C%22">Codde C</searchLink>; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.; Department of Infectious and Tropical Diseases, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.<br /><searchLink fieldCode="AU" term="%22Monchaud+C%22">Monchaud C</searchLink>; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.<br /><searchLink fieldCode="AU" term="%22Marquet+P%22">Marquet P</searchLink>; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.<br /><searchLink fieldCode="AU" term="%22Ponthier+L%22">Ponthier L</searchLink>; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.; Department of Pediatrics, University Hospital of Limoges, Limoges, France.<br /><searchLink fieldCode="AU" term="%22Woillard+JB%22">Woillard JB</searchLink>; Department of Pharmacology, Toxicology and Pharmacovigilance, Dupuytren University Hospital (CHU Dupuytren), Limoges, France.; Pharmacology & Transplantation, INSERM U1248, University of Limoges, Limoges, France.
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  Data: <searchLink fieldCode="JN" term="%22101278296%22">Expert review of clinical pharmacology</searchLink> [Expert Rev Clin Pharmacol] 2026 Jan; Vol. 19 (1), pp. 17-26. <i>Date of Electronic Publication: </i>2025 Dec 29.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Taylor+%26+Francis%22">Taylor & Francis </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101278296 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1751-2441 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2217512433%22">17512433 </searchLink><i>NLM ISO Abbreviation: </i>Expert Rev Clin Pharmacol <i>Subsets: </i>MEDLINE
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              Text: 2026 Jan
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