A Nationwide Japanese Medical Claims Foundation Model: Balancing Model Scaling and Task-Specific Computational Efficiency. - Nanae Aratake; Taisei Tosaki; Yuji Okamoto; Eiichiro Uchino; Masaki Nakamura; Nobutomo Matsui; Akiko Hatakama; Yasushi Okuno (CoRR, 2026)