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By combining high-resolution micro-CT imaging with ultrasound flow measurements, our methodology offers a cost-effective and efficient alternative to traditional MRI-based approaches. CFD simulations performed at 7 and 21 days post-surgery revealed substantial temporal changes in both geometry and hemodynamics. Geometric analysis showed that the proximal artery diameter increased from 0.29\u2009mm to 0.38\u2009mm, whereas the initial 2\u2009mm fistula segment showed a 21.6% decrease (0.74\u2009mm to 0.58\u2009mm). Blood flow through the AVF nearly doubled from 1.33\u2009mL\/min to 2.57\u2009mL\/min. Time-averaged wall shear stress (TAWSS) peak values and locations changed from 142 Pa (day 7) within the proximal artery to 200 Pa (day 21) in the stenotic region. The oscillatory shear index (OSI) showed marked elevation at the anastomosis (increasing from 0.22 to 0.48), indicating disturbed flow development. An inverse relationship between TAWSS and OSI was identified, consistent with previous studies. Our methodology demonstrates the capability to analyze relationships between early hemodynamics and subsequent geometric changes. 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