Table 4 Chapter-level coding performance in micro-F1 score of CliniCoCo and its variant without adopting collaborative annotation strategy

From: Optimising the paradigms of human AI collaborative clinical coding

Setting

Dataset

Chapter-level diagnosis

  

I

E

J

K

Z

N

D

CliniCoCo

HPH-50

0.8473

0.8689

0.7943

0.8244

0.8573

0.8254

0.8241

APH-50

0.8238

0.8582

0.8252

0.7992

0.7211

0.7864

0.8672

Collaborative annotation w/o

HPH-50

0.8475

0.8693

0.8012

0.8210

0.8302

0.8067

0.8087

APH-50

0.8218

0.8611

0.8179

0.7956

0.6883

0.7745

0.8423

Difference value

HPH-50

−0.0002

−0.0004

−0.0069

+0.0034

+0.0271

+0.0187

+0.0154

APH-50

+0.0021

−0.0029

+0.0073

+0.0036

+0.0328

+0.0119

+0.0249

 

O

C

R

G

B

F

 

CliniCoCo

HPH-50

0.7188

0.8117

0.7824

N/A

N/A

N/A

 

APH-50

N/A

0.7455

0.7486

0.8287

0.8213

0.8286

 

Collaborative annotation w/o

HPH-50

0.6925

0.7946

0.7506

N/A

N/A

N/A

 

APH-50

N/A

0.7222

0.7264

0.8043

0.8002

0.8019

 

Difference value

HPH-50

+0.0263

+0.0171

+0.0318

N/A

N/A

N/A

 

APH-50

N/A

+0.0233

+0.0222

+0.0244

+0.0211

+0.0267

 
  1. Specific titles of each chapter are listed at the bottom of the table.