Smartwatches have rapidly evolved beyond basic fitness trackers to become essential health-monitoring tools. Among the most critical features in this transformation is fall detection, a life-saving sensor technology that can automatically detect if a user has suffered a significant fall. In health-focused smartwatches, fall detection is especially