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 2026, 8, 243-254.