Haotian Liu

SEP 9, 2026 · JOURNAL ARTICLE

A glucose deprivation strategy to modulate the SLC7A11/GSH/GPX4 axis for synchronous induction of ferroptosis/disulfidptosis-like cell death and tumor microenvironment remodeling

Journal of Nanobiotechnology

This is a mechanistic in vitro study of a engineered nanoparticle system demonstrating proof-of-concept for dual cell death pathways; it lacks clinical outcome data, in vivo efficacy evidence, or comparison to standard therapy.

SEP 3, 2026 · PREPRINT

FLY-EVAL++: An Evidence-Driven Evaluation Protocol for Safety-Constrained Flight Prediction with Large Language Models

arXiv

This is a methodological paper proposing and demonstrating a new evaluation framework for LLMs in safety-critical domains, not a clinical trial or empirical validation of a therapeutic or diagnostic intervention; it raises questions about LLM safety assessment rather than answering clinical questions.