Research questionHow reliably can B-mode and shear-wave ultrasound images stratify fibrosis and at-risk MASH in MASLD?MASLD requires noninvasive assessment of fibrosis and identification of patients with at-risk MASH, but the value of learning directly from B-mode and shear-wave ultrasound images remains incompletely characterized.