AIPEDURO

Hobbs et al. (2022)

April 28, 2024

Written by:

Detrusor Overactivity, Other

Article DOI	https://doi.org/10.1016/j.urology.2021.09.027
Objective	To identify detrusor overactivity from urodynamic studies in the spina bifida population
AI Approach	SVM, Dimensionality reduction
Data Source(s)	Institutional series (805 urodynamic studies)
Model Input	15 features from urodynamic study (time-based and frequency-based), after principal component analysis
Model Outcome	Detrusor Overactivity
Model Metrics	Time-based detrusor overactivity: AUROC = 0.92 Frequency-based detrusor overactivity: AUROC of 0.91
Model Usability	NA

AUROC = Area-under-the-receiver-operator-characteristic, SVM = Support Vector Machines