AUTHOR=Sulaiman Waqar A. , Stylianides Charithea , Nikolaou Andria , Antoniou Zinonas , Constantinou Ioannis , Palazis Lakis , Vavlitou Anna , Kyprianou Theodoros , Kyriacou Efthyvoulos , Kakas Antonis , Pattichis Marios S. , Panayides Andreas S. , Pattichis Constantinos S. TITLE=Leveraging machine learning and rule extraction for enhanced transparency in emergency department length of stay prediction JOURNAL=Frontiers in Digital Health VOLUME=6 YEAR=2025 URL=https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2024.1498939 DOI=10.3389/fdgth.2024.1498939 ISSN=2673-253X