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Table 10 The classification results for major classes without family history on the 15 types of selected CUIs

From: Developing a portable natural language processing based phenotyping system

  P-Micro P-Macro R-Micro R-Macro F-Micro F-Macro
Intuitive
 LR 0.9001 0.6695 0.9001 0.5979 0.9001 0.6206
 SVM 0.9074 0.6725 0.9074 0.6065 0.9074 0.6274
 DT 0.9285 0.6783 0.9285 0.6355 0.9285 0.6467
 RF 0.8690 0.6417 0.8690 0.5740 0.8690 0.5952
Textual
 LR 0.9188 0.8037 0.9188 0.7303 0.9188 0.7608
 SVM 0.9273 0.8060 0.9273 0.7388 0.9273 0.7669
 DT 0.9538 0.8160 0.9538 0.7633 0.9538 0.7849
 RF 0.8864 0.7823 0.8864 0.7081 0.8864 0.7386
  1. For each task, the best results are bolded. The underlined results can achieve the top 10 results reported in [20]