Exploring supervised machine learning approaches to predicting Veterans Health Administration chiropractic service utilization.

Using supervised machine learning to predict chiropractic service utilization remains challenging, with only a small shift in predictive probability over naïve classification and limited clinical utility. Future work should examine mechanisms to improve model performance.