Zhilin Li

Machine learning models integrating 2D and 3D intratumoral heterogeneity features from multi-sequence MRI: accurate prediction of perineural invasion in pancreatic ductal adenocarcinoma

Perineural invasion (PNI) occurs in the majority of pancreatic ductal adenocarcinoma (PDAC) cases and is strongly associated with local recurrence, neuropathic pain, and poor survival, yet no reliable method exists for its preoperative identification. Here, we developed and externally validated a multi-sequence MRI...

Reliability and readability of AI chatbot responses to patient questions about robot-assisted radical cystectomy

Comparative performance of artificial intelligence chatbots in patient education for robot-assisted radical prostatectomy: quality, transparency and readability

Although some models provided comparatively stronger patient education, none consistently produced sufficiently accessible information on robot-assisted radical prostatectomy, and these tools may supplement, but should not replace, individualized counseling by urologists and multidisciplinary prostate cancer teams.