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AUC values of the nine algorithms under three models.

AUC values of the nine algorithms under three models.

<p>ESI, Emergency Severity Index; AUC, area under the receiver operating characteristic curve; KNN, k-Nearest Neighbor; SVM, Support Vctor Machine; AdaBoost, Adaptive Boosting.</p>

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Bibliographic Details
Main Author: Zheng Liu (28397) (author)
Other Authors: Wenqi Shu (20746209) (author), Hongyan Liu (142625) (author), Xuan Zhang (56049) (author), Wei Chong (782416) (author)
Published: 2025
Subjects:
Biotechnology
Mental Health
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
shapley additive explanations
positive predictive value
negative predictive value
naive bayes performed
intensive care unit
emergency severity index
167 emergency patients
study analyzed 189
medical information mart
decision curves analysis
top four algorithms
xlink "> developing
triage patients admitted
predicting icu admission
model 1 based
nine ml algorithms
four algorithms
xlink ">
icu admission
model 1
study developed
medical history
calibration curves
model 3
model 2
vital signs
random forest
logistic regression
gradient boosting
demographic characteristics
chief complaints
brier score
80 ).
80 ),
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