Developing a Statistical Modeling‐Based Machine Learning Approach for Capturing Drug Dosing Using a Proton Pump Inhibitor Case

The development of a statistical model to capture PPI dosing for both maintenance and complex dosing strategies was highly sensitive and accurate. A supervised learning prediction model helps overcome challenges in medication dosing identification by addressing concerns related to variability and complexity. Future strategies should focus on integrating unstructured data within the algorithm to further refine medication dosing capture.

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Publication Details

Journal
Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy
Published
2025-12-01
DOI
https://doi.org/10.1002/phar.70083
Citations
1
Primary Topic
Intravenous Infusion Technology and Safety
Type
article
Field-Weighted Citation Impact
0.67
Controls
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article

Developing a Statistical Modeling‐Based Machine Learning Approach for Capturing Drug Dosing Using a Proton Pump Inhibitor Case

Jordan F. Baye, Amanda Massmann, Max Weaver
1 citations
Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy
Intravenous Infusion Technology and Safety
0.67
article

Developing a Statistical Modeling‐Based Machine Learning Approach for Capturing Drug Dosing Using a Proton Pump Inhibitor Case

Jordan F. Baye, Amanda Massmann, Max Weaver
article en
1 citations

Abstract

The development of a statistical model to capture PPI dosing for both maintenance and complex dosing strategies was highly sensitive and accurate. A supervised learning prediction model helps overcome challenges in medication dosing identification by addressing concerns related to variability and complexity. Future strategies should focus on integrating unstructured data within the algorithm to further refine medication dosing capture.

Pharmacotherapy The Journal of Human Pharmacology and Drug TherapyVol. 46(2)
Sanford Health (US), South Dakota State University (US), University of South Dakota (US)
Openalex Percentile: Top 24%
Intravenous Infusion Technology and Safety
0.67
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Developing a Statistical Modeling‐Based Machine Learning Approach for Capturing Drug Dosing Using a Proton Pump Inhibitor Case — Jordan F. Baye, Amanda Massmann, et al. · Pharmacotherapy The Journal of Human Pharmacology and Drug Therapy (2025) | TGRS Research Map | TGRS