Kevin Kipmutai, Dancun Nyale, Stanley Kiplagat Rotich. Deploying Medical Large Language Models on Consumer-Grade Hardware: A Scoping Review of Quantization, Parameter-Efficient Fine-Tuning, and Inference Latency. ajest [Internet]. 2026 Sep. 24 [cited 2026 Sep. 24];8(4):243-54. Available from: https://ajest.org/index.php/ajest/article/view/1037