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Research Article 2026-04-06CC BY-NCFree full text · non-commercial reuse

TELF: An End-to-End Temporal Encoder with Late Fusion for Interpretable Disease Risk Prediction from Longitudinal Real-World Data

Deep learning models utilizing longitudinal healthcare data have significantly advanced epidemiological research. However, contemporary transformer-based models increasingly rely on computationally intensive pre-training steps that entail processing massive real-world datasets with cost-prohibitive hardware. We introduce the Temporal Encoder with Late Fusion (TELF), a lightweight end-to-end predictive model featur…

medRxiv medRxiv

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Research Article 2022CC BYFree full text

Surgical methods of treatment for cholecystolithiasis combined with choledocholithiasis: six years' experience of a single institution.

Tong Guo, Lu Wang, Peng Xie, Zhiwei Zhang, Xiaorui Huang, Yahong Yu

Introduction The optimal treatment of choledocholithiasis combined with cholecystolithiasis remains controversial. Common surgical methods vary among endoscopic retrograde cholangiopancreatography (ERCP) followed by laparoscopic cholecystectomy (LC), laparoscopic transcystic common bile duct exploration (LTCBDE), laparoscopic transductal common bile duct exploration (LCBDE) with or without T-tube drainage. The pur…

Surgical Endoscopy Europe PMC