SmartAlert - Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Laboratory Utilization Reduction.

Liang AS, Amrollahi F, Jiang Y, Corbin CK, Kim GYE, Mui D, Crowell T, Acharya A, Mony S, Punnathanam S, McKeown J, Smith M, Lin S, Milstein A, Schulman K, Hom J, Pfeffer MA, Pham TD, Svec D, Chu W, Shieh L, Sharp C, Ma SP, Chen JH

Open source

DOI: 10.1056/aics2501086
Published: 2026 Jul
Container: NEJM AI
Publisher: Not recorded
Open access: yes

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limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

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Cite this work

BibTeX

@article{allodium:10.1056/aics2501086,
  title = {SmartAlert - Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Laboratory Utilization Reduction.},
  author = {Liang AS and Amrollahi F and Jiang Y and Corbin CK and Kim GYE and Mui D and Crowell T and Acharya A and Mony S and Punnathanam S and McKeown J and Smith M and Lin S and Milstein A and Schulman K and Hom J and Pfeffer MA and Pham TD and Svec D and Chu W and Shieh L and Sharp C and Ma SP and Chen JH},
  year = {2026},
  journal = {NEJM AI},
  doi = {10.1056/aics2501086},
  url = {https://doi.org/10.1056/aics2501086}
}

RIS

TY  - JOUR
TI  - SmartAlert - Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Laboratory Utilization Reduction.
AU  - Liang AS
AU  - Amrollahi F
AU  - Jiang Y
AU  - Corbin CK
AU  - Kim GYE
AU  - Mui D
AU  - Crowell T
AU  - Acharya A
AU  - Mony S
AU  - Punnathanam S
AU  - McKeown J
AU  - Smith M
AU  - Lin S
AU  - Milstein A
AU  - Schulman K
AU  - Hom J
AU  - Pfeffer MA
AU  - Pham TD
AU  - Svec D
AU  - Chu W
AU  - Shieh L
AU  - Sharp C
AU  - Ma SP
AU  - Chen JH
PY  - 2026
JO  - NEJM AI
DO  - 10.1056/aics2501086
UR  - https://doi.org/10.1056/aics2501086
ER  -

APA

AS, L., F, A., Y, J., CK, C., GYE, K., D, M., T, C., A, A., S, M., S, P., J, M., M, S., S, L., A, M., K, S., J, H., MA, P., TD, P., D, S., W, C., L, S., C, S., SP, M., & JH, C. (2026). SmartAlert - Implementing Machine Learning-Driven Clinical Decision Support for Inpatient Laboratory Utilization Reduction.. NEJM AI. https://doi.org/10.1056/aics2501086

Source records

pubmed · retrieved 2026-09-25T04:48:52.758Z