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Table 4 Performances of automatic direct temporal relation identification systems

From: Identifying direct temporal relations between time and events from clinical notes

System

P

R

F1

SVM-based system

63.93

63.62

63.77

Original Vanderbilt system

(submission to 2012 i2b2 challenge)

43.53

76.99

55.61

Re-trained Vanderbilt system

(re-impremented, re-trained on direct temporal relation corpus)

64.16

49.15

55.66

Syntactic graph kernel based system

64.46

54.27

58.92

CRF-based system

48.51

39.52

43.56

  1. Best scores for precision, recall and F1-score are marked bold