A New Algorithm Optimized for Initial Dose Settings of Vancomycin Using Machine Learning

Author:

Imai Shungo1,Takekuma Yoh2,Miyai Takayuki3,Sugawara Mitsuru12

Affiliation:

1. Faculty of Pharmaceutical Sciences, Hokkaido University

2. Department of Pharmacy, Hokkaido University Hospital

3. Graduate School of Life Science, Hokkaido University

Publisher

Pharmaceutical Society of Japan

Subject

Pharmaceutical Science,Pharmacology,General Medicine

Reference18 articles.

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2. 2) French MN, Krajewski WF, Cuykendall RR. Rainfall forecasting in space and time using a neural network. J. Hydrol., 137, 1–31 (1992).

3. 3) Imai S, Yamada T, Kasashi K, Kobayashi M, Iseki K. Usefulness of a decision tree model for the analysis of adverse drug reactions: evaluation of a risk prediction model of vancomycin-associated nephrotoxicity constructed using a data mining procedure. J. Eval. Clin. Pract., 23, 1240–1246 (2017).

4. 4) Imai S, Yamada T, Kasashi K, Ishiguro N, Kobayashi M, Iseki K. Construction of a flow chart-like risk prediction model of ganciclovir-induced neutropaenia including severity grade: a data mining approach using decision tree. J. Clin. Pharm. Ther., 44, 726–734 (2019).

5. 5) Yasuhara M, Iga T, Zenda H, Okumura K, Oguma T, Yano Y, Hori R. Population pharmacokinetics of vancomycin in Japanese adult patients. Ther. Drug Monit., 20, 139–148 (1998).

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