Developing and maintaining clinical guidelines from extensive research data was a largely manual and time-intensive undertaking for the hospital system. As treatment protocols evolved, keeping guidelines current became increasingly difficult to sustain through manual review alone.

• Guideline creation and updates from research data relied heavily on manual effort

• Frequent emergence of new protocols made timely updates challenging

• Content required adaptation for local contexts before consistent use

• Converting materials into EHR-compatible formats added further manual wor