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. 2020 Jun 23;8(6):e17650. doi: 10.2196/17650

Table 7.

Detection model performance with the depression-domain lexicon.

Detection model Precision Recall F1 Accuracy
NBa 67% 67% 67% 67%
Lb-NB 74% 73% 73% 73%
LRc 76% 76% 75% 76%
L-LR 77% 77% 77% 77%
RFd 68% 68% 68% 68%
L-RF 77% 77% 76% 77%
SVMe 65% 65% 65% 65%
L-SVM 74% 72% 72% 72%
DTf 67% 67% 67% 67%
L-DT 69% 69% 69% 69%

aNB: naive Bayes.

bL: depression-domain lexicon as a feature.

cLR: logistic regression.

dRF: random forest.

eSVM: support vector machine.

fDT: decision tree.