Performance of Local Large Language Models for Adjudicating Heart Failure Hospitalizations

Rahul Aggarwal; Andrew S. Oseran; Arjun K. Manrai; Lucas X. Marinacci; Deepak L. Bhatt; Robert W. Yeh; Jennifer E. Ho; Adam Rodman; Rishi K. Wadhera

doi:10.1161/circulationaha.126.079166

Performance of Local Large Language Models for Adjudicating Heart Failure Hospitalizations

R Rahul Aggarwal (Richard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.) A Andrew S. Oseran (Richard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.) A Arjun K. Manrai (Department of Biomedical Informatics, Harvard Medical School, Boston) L Lucas X. Marinacci (Richard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.) D Deepak L. Bhatt (Mount Sinai Fuster Heart Hospital, Icahn School of Medicine at Mount Sinai, New York) R Robert W. Yeh (Division of Cardiovascular Medicine, Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston) J Jennifer E. Ho A Adam Rodman R Rishi K. Wadhera (Section of Health Policy, Richard A. and Susan F. Smith Center for Outcomes Research, Beth Israel Deaconess Medical Center, Boston)

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Article Details

Journal Circulation

Volume / Issue Vol. 153, Issue 22

Published June 02, 2026

Pages 1785-1787

DOI 10.1161/circulationaha.126.079166

ISSN 0009-7322

Publisher Lippincott Williams & Wilkins

Journal Info

Circulation

Lippincott Williams & Wilkins

ISSN: 0009-7322 Health Sciences

Authors (9)

R

Rahul Aggarwal

Richard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.

A

Andrew S. Oseran

Richard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.

A

Arjun K. Manrai

Department of Biomedical Informatics, Harvard Medical School, Boston

L

Lucas X. Marinacci

Richard A. and Susan F. Smith Center for Outcomes Research (R.A., A.S.O., L.X.M., R.W.Y., R.K.W.), Beth Israel Deaconess Medical Center, Boston, MA.

D

Deepak L. Bhatt

Mount Sinai Fuster Heart Hospital, Icahn School of Medicine at Mount Sinai, New York

R

Robert W. Yeh

Division of Cardiovascular Medicine, Smith Center for Outcomes Research in Cardiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston

J

Jennifer E. Ho

A

Adam Rodman

R

Rishi K. Wadhera

Section of Health Policy, Richard A. and Susan F. Smith Center for Outcomes Research, Beth Israel Deaconess Medical Center, Boston

Performance of Local Large Language Models for Adjudicating Heart Failure Hospitalizations

Article Details

Journal Info

Authors (9)

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