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Table 3 Cross-validation performance and evaluation of the prediction model with best hyperparameters and training subsets

From: A three-dimensional conformal radiofrequency thermocoagulation method for epileptogenic zones in functional cerebral areas: evaluation and prediction of surgical outcomes

Sensor-level (training set)

 Accuracy

Precision

Recall

F1-score

AUC

 0.934

0.934

0.934

0.934

0.985

Sensor-level (test set)

 Accuracy

Precision

Recall

F1-score

AUC

 0.886

0.886

0.886

0.895

0.981

Individual-level

Patient number

Outcome

Response possibility

Predicted outcome

 1

responder

0.963

responder

 2

responder

0.857

responder

 3

non-responder

0.143

non-responder

 4

responder

0.96

responder

 5

responder

0.696

responder

 6

responder

1

responder

 7

responder

0.615

responder

 8

responder

1

responder

 9

non-responder

0.05

non-responder

 10

responder

0.875

responder

  1. Abbreviation: AUC the area under the receiver operating characteristic curve