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Algorithm-Based Clinical Decision Support: Evolving Regulatory Landscape and Best Practices for Local Oversight.

Publication ,  Journal Article
Lin, AL; Parrish, AB; Cary, M; Silcox, C; Balu, S; Jelovsek, JE; O'Brien, C; Pencina, M; Poon, E; Economou-Zavlanos, NJ
Published in: Annu Rev Biomed Data Sci
August 2025

The potential of algorithm-based clinical decision support (CDS) in healthcare continues to increase with the growing field of artificial intelligence (AI)-enabled CDS. The use of these technologies to support clinicians, patients, and health systems is still quite new, and to date, implementors and regulators are still identifying the best processes and practices to ensure the effective, safe, and equitable use of these technology solutions. To assist individuals and organizations interested in implementation of algorithm-based CDS and AI-enabled CDS in healthcare, this article reviews the important regulatory decisions that form the landscape within which algorithm-based CDS has emerged, modern governance frameworks used to oversee these CDS systems, nuances in evaluation and monitoring throughout the CDS life cycle, best practices for real-world implementation, safety and equity considerations, and avenues for future collaboration and innovation.

Duke Scholars

Published In

Annu Rev Biomed Data Sci

DOI

EISSN

2574-3414

Publication Date

August 2025

Volume

8

Issue

1

Start / End Page

491 / 507

Location

United States

Related Subject Headings

  • Humans
  • Decision Support Systems, Clinical
  • Artificial Intelligence
  • Algorithms
  • 3102 Bioinformatics and computational biology
 

Citation

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ICMJE
MLA
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Lin, A. L., Parrish, A. B., Cary, M., Silcox, C., Balu, S., Jelovsek, J. E., … Economou-Zavlanos, N. J. (2025). Algorithm-Based Clinical Decision Support: Evolving Regulatory Landscape and Best Practices for Local Oversight. Annu Rev Biomed Data Sci, 8(1), 491–507. https://doi.org/10.1146/annurev-biodatasci-103123-094601
Lin, Anthony L., Amanda B. Parrish, Michael Cary, Christina Silcox, Suresh Balu, J Eric Jelovsek, Cara O’Brien, Michael Pencina, Eric Poon, and Nicoleta J. Economou-Zavlanos. “Algorithm-Based Clinical Decision Support: Evolving Regulatory Landscape and Best Practices for Local Oversight.Annu Rev Biomed Data Sci 8, no. 1 (August 2025): 491–507. https://doi.org/10.1146/annurev-biodatasci-103123-094601.
Lin AL, Parrish AB, Cary M, Silcox C, Balu S, Jelovsek JE, et al. Algorithm-Based Clinical Decision Support: Evolving Regulatory Landscape and Best Practices for Local Oversight. Annu Rev Biomed Data Sci. 2025 Aug;8(1):491–507.
Lin, Anthony L., et al. “Algorithm-Based Clinical Decision Support: Evolving Regulatory Landscape and Best Practices for Local Oversight.Annu Rev Biomed Data Sci, vol. 8, no. 1, Aug. 2025, pp. 491–507. Pubmed, doi:10.1146/annurev-biodatasci-103123-094601.
Lin AL, Parrish AB, Cary M, Silcox C, Balu S, Jelovsek JE, O’Brien C, Pencina M, Poon E, Economou-Zavlanos NJ. Algorithm-Based Clinical Decision Support: Evolving Regulatory Landscape and Best Practices for Local Oversight. Annu Rev Biomed Data Sci. 2025 Aug;8(1):491–507.

Published In

Annu Rev Biomed Data Sci

DOI

EISSN

2574-3414

Publication Date

August 2025

Volume

8

Issue

1

Start / End Page

491 / 507

Location

United States

Related Subject Headings

  • Humans
  • Decision Support Systems, Clinical
  • Artificial Intelligence
  • Algorithms
  • 3102 Bioinformatics and computational biology