[Retracted] Efficient Prediction of Missed Clinical Appointment Using Machine Learning

Table 8

Show-no-show RUS appointment prediction result evaluation by threshold discriminative metrics.

Algorithm	Accuracy	Precision	Recall	F1-score
Random forest	85.26%	80%	94%	86%
Decision tree	86.50%	83%	92%	87%
Logistic regression	64.77%	65%	65%	65%
XG Boost	79.12%	78%	81%	79%
Gradient boosting	75.69%	76%	76%	76%
Adaboost	71.90%	74%	67%	70%
Naive Bayes	65.37%	65%	68%	66%
SGD	60.96%	58%	83%	68.18%
Multilayer perceptron	63.61%	59%	88%	71%
SVM	68.58%	68%	71%	69%