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Table 8 The classification results for major classes on all CUIs corresponding to the original records

From: Developing a portable natural language processing based phenotyping system

 

P-Micro

P-Macro

R-Micro

R-Macro

F-Micro

F-Macro

Intuitive

 LR

0.8709

0.6457

0.8709

0.5733

0.8709

0.5960

 SVM

0.8724

0.6444

0.8724

0.5770

0.8724

0.5981

 DT

0.9311

0.6804

0.9311

0.6374

0.9311

0.6488

 RF

0.8466

0.6226

0.8466

0.5559

0.8466

0.5765

Textual

 LR

0.8882

0.7846

0.8882

0.7085

0.8882

0.7397

 SVM

0.8930

0.7858

0.8930

0.7135

0.8930

0.7434

 DT

0.9545

0.8167

0.9545

0.7636

0.9545

0.7854

 RF

0.8882

0.7846

0.8882

0.7085

0.8882

0.7397

  1. For each task, the best results are bolded. The underlined results can achieve the top 10 results reported in [20]