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Patient-level effectiveness prediction modeling for glioblastoma using classification trees

Geldof, Tine
Van Damme, Nancy
Huys, Isabelle
Van Dyck, Walter
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Publication Type
Journal article with impact factor
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Supervisor
Publication Year
2020
Journal
Frontiers in Pharmacology
Book
Publication Volume
10
Publication Issue
January
Publication Begin page
1
Publication End page
10
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Abstract
Little research has been done in pharmacoepidemiology on the use of machine learning for exploring medicinal treatment effectiveness in oncology. Therefore, the aim of this study was to explore the added value of machine learning methods to investigate individual treatment responses for glioblastoma patients treated with temozolomide.
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Keywords
Real-world Evidence (RWE), Oncology, Exploratory Study, Propensity Score Modeling, Decision Tree, Machine Learning
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