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Dr. Huaying Cai is a leading figure in the study of movement disorders, with a primary focus on the biomechanics and clinical assessment of ataxic gait. Her most impactful work, the highly cited "Consensus Paper: Ataxic Gait" (2022, 45 citations), represents a landmark contribution to the field. This comprehensive review synthesizes expert perspectives to establish standardized definitions, measurement tools, and clinical interpretations of gait disturbances in cerebellar ataxia. By bridging gaps between neurology, rehabilitation, and biomechanics, Dr. Cai’s work has provided a critical framework for both researchers and clinicians working to understand and treat this debilitating symptom. Her ability to forge consensus among diverse specialists underscores her role as a collaborative leader. While her publication record is focused, the influence of this single consensus paper—already accruing significant citations shortly after publication—demonstrates its immediate and profound impact on shaping current research directions and clinical practice in ataxic disorders. Dr. Cai’s contributions are essential reading for anyone studying human locomotion or cerebellar dysfunction.