Fig. 4

Performance metrics for cross-validation of machine learning models (GBC = Gradient boosted classifier; SVC = Support vector classifier; SGD = Stochastic gradient descent classifier; ANN = Artificial neural network) to predict one-year chiropractic service utilization. Measures are support-weighted averages of four classes across 100 iterations (using 10 replications of 10-fold cross validation)