Benchmarking and Adapting On-Device Large Language Models for Clinical Decision Support. - Alif Munim; Jun Ma; Omar Ibrahim; Alhusain Abdalla; Shuolin Yin; Leo Chen; Bo Wang (CoRR, 2026)