Review
Open access
Sep 2026
Large language models for bioink knowledge extraction, design, and biofabrication workflow automation: A critical conceptual review
Three-dimensional (3D) bioprinting offers precise spatial control for fabricating cell-laden constructs, yet bioink development remains constrained by labor-intensive trial-and-error experiments and fragmented reporting. Conventional machine-learning pipelines can support quantitative property prediction but generally...
Yang-Yang Wang, Jia-Xun Zhang, Hao-Tian Bai et al.
· International Journal of Bio... · 0 citations