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Table 6 The classification results without family history on 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

0.9024

0.6040

0.9024

0.5763

0.9024

0.5874

 SVM

0.9077

0.6055

0.9077

0.5831

0.9077

0.5924

 DT

0.9299

0.6131

0.9299

0.6129

0.9299

0.6130

 RF

0.8784

0.5849

0.8784

0.5559

0.8784

0.5671

Textual

 LR

0.9145

0.4560

0.9145

0.4410

0.9145

0.4472

 SVM

0.9227

0.5832

0.9227

0.4532

0.9227

0.4607

 DT

0.9452

0.4878

0.9452

0.4785

0.9452

0.4807

 RF

0.8830

0.4353

0.8830

0.4195

0.8830

0.4258

  1. For each task, the best results are bolded