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

Table 4

Threshold discriminative metric evaluation for show and no-show appointment prediction.

Algorithm	Accuracy	Precision	Recall	F1-score
Random forest	84.96%	80%	93%	86.25%
Decision tree	85.18%	82%	90%	86.42%
Logistic regression	85.35%	83%	89%	86.18%
XG Boost	76.69%	80%	83%	81.44%
Gradient boosting	73.53%	76%	77%	77.32%
Adaboost	70.46%	74%	72%	73.17%
SVM	67.09%	69%	74%	72.15%
Naive Bayes	63.98%	66%	70%	68.44%
SGD	67.14%	60%	84%	70.18%
Multilayer perceptron	80.93%	64%	77%	70.52%