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Table 3 Results of the pipeline on the test set for the temporal information extraction

From: A NLP-based semi-automatic identification system for delays in follow-up examinations: an Italian case study on clinical referrals

Metric

Value

Presence/Absence of the temporal indication

    Accuracy

0.999

    Precision

0.990

    Recall

0.973

Correctness of the NTI

    Accuracy on all referrals

0.998

    Accuracy on referrals with any temporal indication

0.953

    Accuracy on referrals with a follow-up temporal indication

0.948

  1. Results of the pipeline on the test set, measuring different metrics with respect to both the binary classification problem of presence/absence of the temporal indication and to the accuracy of the extracted NTI