Case Study Header
CASE STUDY

Regression

Case Study part1
The analysis qualified two out of 90 predictive models that were trained and tested within 18 minutes. The Best Performing Model, based on Regression Random Forrest (R2 =.802) far outperformed the Best Interpretable Model, which was based on Ridge Linear Regression (R2 = .136).

While age and sex are still strong predictors of outcome, five attributes of the speech test also have significant predictive value.
Case Study Jadbio-icon-rgb

Monitor Parkinson’s progression from home

Physicians treating patients with Parkinson's disease (PD) monitor progression via the Unified Parkinson Disease Rating Scale (UPDRS). These methods are costly and hinder recruitment for future large-scale clinical trials.

Clinical information and twenty different speech signals from 5785 individuals with varying severities of progression were uploaded onto the JADBIO platform to measure the relevance and accuracy of an at-home speech test.
Accurate telemonitoring of Parkinson’s
Case Study part2
DOWNLOAD CASE STUDY pdf_img DOWNLOAD TUTORIAL pdf_img SEE PROJECT

USE CASES