Developing a computable phenotype for glioblastoma.

Sandra YanKaitlyn MelnickXing HeTianchen LyuRachel S F MoorMegan E H StillDuane A MitchellElizabeth A ShenkmanHan WangYi Guo Jiang Bian Ashley P Ghiaseddin

Published in: Neuro-oncology (2023)

We developed a CP algorithm for identifying patients with GBM using both structured and unstructured EHR data from a large tertiary care center. The final algorithm achieved an F1-score of 0.817, indicating a high performance which minimizes possible biases from misclassification errors.

Keyphrases

tertiary care
electronic health record
machine learning
deep learning
big data
adverse drug
artificial intelligence
emergency department
data analysis
drug induced