@article{smartalertimplementingmachinelearningdri, title = {SmartAlert: Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Lab Utilization Reduction}, author = {April S. Liang and Fatemeh Amrollahi and Yixing Jiang and Conor K. Corbin and Grace Y. E. Kim and David Mui and Trevor Crowell and Aakash Acharya and Sreedevi Mony and Soumya Punnathanam and Jack McKeown and Margaret Smith and Steven Lin and Arnold Milstein and Kevin Schulman and Jason Hom and Michael A. Pfeffer and Tho D. Pham and David Svec and Weihan Chu and Lisa Shieh and Christopher Sharp and Stephen P. Ma and Jonathan H. Chen}, year = {2025}, eprint = {2512.04354}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.04354}, }