Related Experiment Video
Updated: May 8, 2025

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
Published on: August 16, 2020
Multiple machine learning algorithms, validation of external clinical cohort and assessments of model gain effects
Fangshi Xu1, Zongyu Li1, Hao Guan1
1Department of Vascular Surgery, The Second Affiliated Hospital of Xi'an Jiaotong University, No. 157, West Five Road, Xi'an, 710004, Shaanxi Province, China.
Abstract:
Bioinformatics models greatly contribute to individualized assessments of cancer patients. However, considerable research neglected some critical technological points, including comparisons of multiple modeling algorithms, evaluating gain effects of constructed model, comprehensive bioinformatics analyses and validation of clinical cohort. These issues are worthy of emphasizing, which will better serve future cancer research.

