Ultrasound radiomics for preoperative evaluation of Ki-67 proliferation index in papillary thyroid carcinoma
Hui Shi, Jiayi Qiu, YuLu Wu, Ying Zhang, HengQi Zhang, YunYun Liu, YiTong Li, JiaHui Ni, ChongKe Zhao, HuiXiong Xu, LiPing Sun, LeHang Guo, YiFeng Zhang · 2026
Read Ultrasound radiomics for preoperative evaluation of Ki-67 proliferation index in papillary thyroid carcinoma by Hui Shi, Jiayi Qiu, YuLu Wu, Ying Zhang, HengQi Zhang, YunYun Liu, YiTong Li, JiaHui Ni, ChongKe Zhao, HuiXiong Xu, LiPing Sun, LeHang Guo, YiFeng Zhang (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13581947.txt.
Description
Hui Shi and co-authors predict a growth marker in thyroid cancer from ultrasound image patterns before surgery, in this 2026 paper. The marker, Ki-67, flags how fast tumor cells divide. Knowing its level early helps plan treatment, but tissue tests come late.
Six hundred twenty-seven patients with confirmed papillary thyroid cancer were split into training and test sets. Models blended image features, standard scan signs, and two gene mutation results. The full blend beat every partial model, reaching the best accuracy and the lowest error score. The authors read this as a practical pre-surgery aid for judging tumor pace.
Catalog record
| CREATOR | Hui Shi, Jiayi Qiu, YuLu Wu, Ying Zhang, HengQi Zhang, YunYun Liu, YiTong Li, JiaHui Ni, ChongKe Zhao, HuiXiong Xu, LiPing Sun, LeHang Guo, YiFeng Zhang |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 36 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |