In all cases we find a statistically significant (p < 0.01; Mann-Whitney U-test) increase in the likelihood of the texter using a LIWC marker if the counselor used it in the previous message (~4-5% change).
we evaluate our model with 10-fold cross-validation and compare models using the area under the ROC curve (AUC).