“…Although line labels/organizers require resources at setup, our findings show they improve infusion identification efficiency, shifting the resource burden to a time before urgent or emergent actions are required (e.g., titration during a code). These findings strengthen existing evidence (2, 11) and recommendations to use labels/organizers (2–4, 8, 10, 11) and provide design details to support their uptake and impact (e.g., label design, number/placements). Future work should focus on creating standard practices and implementation guidance to avoid known challenges (e.g., compliance, stocking labels) (8, 13–15) or potential new errors not evaluated in this study (e.g., label wrong line).…”