Kevin Kipmutai, et al. “Deploying Medical Large Language Models on Consumer-Grade Hardware: A Scoping Review of Quantization, Parameter-Efficient Fine-Tuning, and Inference Latency”. African Journal of Education,Science and Technology (AJEST), vol. 8, no. 4, Sept. 2026, pp. 243-54, https://ajest.org/index.php/ajest/article/view/1037.