ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration

Zixiang Wang; Yinghao Zhu; Huiya Zhao; Xiaochen Zheng; Dehao Sui; Tianlong Wang; Wen Tang; Yasha Wang; Ewen M Harrison; Chengwei Pan; Junyi Gao; Liantao Ma

doi:10.1145/3696410.3714877

ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration

Zixiang Wang, Yinghao Zhu, Huiya Zhao, Xiaochen Zheng, Dehao Sui, Tianlong Wang, Wen Tang, Yasha Wang, Ewen M Harrison, Chengwei Pan, Junyi Gao^*, Liantao Ma^*

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	WWW '25: Proceedings of the ACM on Web Conference 2025
Publisher	ACM Association for Computing Machinery
Pages	2250-2261
Number of pages	12
ISBN (Electronic)	979-8-4007-1274-6
DOIs	https://doi.org/10.1145/3696410.3714877
Publication status	Published - 22 Apr 2025
Event	The ACM Web Conference 2025 - ICC Sydney: International Convention & Exhibition Centre, Sydney, Australia Duration: 28 Apr 2025 → 2 May 2025 https://www2025.thewebconf.org/

Conference

Conference	The ACM Web Conference 2025
Abbreviated title	WWW '25
Country/Territory	Australia
City	Sydney
Period	28/04/25 → 2/05/25
Internet address	https://www2025.thewebconf.org/

Keywords / Materials (for Non-textual outputs)

electronic health record
large language model
multi-agent

Access to Document

10.1145/3696410.3714877

ColaCare_WANG_DOA20012025_AAMAccepted author manuscript, 2.33 MBLicence: Creative Commons: Attribution (CC-BY)

Cite this

Wang, Z., Zhu, Y., Zhao, H., Zheng, X., Sui, D., Wang, T., Tang, W., Wang, Y., Harrison, E. M., Pan, C., Gao, J., & Ma, L. (2025). ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration. In WWW '25: Proceedings of the ACM on Web Conference 2025 (pp. 2250-2261). ACM Association for Computing Machinery. https://doi.org/10.1145/3696410.3714877

@inproceedings{685b54b24f9844a687834dce28f59708,

title = "ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration",

keywords = "electronic health record, large language model, multi-agent",

author = "Zixiang Wang and Yinghao Zhu and Huiya Zhao and Xiaochen Zheng and Dehao Sui and Tianlong Wang and Wen Tang and Yasha Wang and Harrison, {Ewen M} and Chengwei Pan and Junyi Gao and Liantao Ma",

year = "2025",

month = apr,

day = "22",

doi = "10.1145/3696410.3714877",

language = "English",

pages = "2250--2261",

booktitle = "WWW '25: Proceedings of the ACM on Web Conference 2025",

publisher = "ACM Association for Computing Machinery",

note = "The ACM Web Conference 2025, WWW '25 ; Conference date: 28-04-2025 Through 02-05-2025",

url = "https://www2025.thewebconf.org/",

}

Wang, Z, Zhu, Y, Zhao, H, Zheng, X, Sui, D, Wang, T, Tang, W, Wang, Y, Harrison, EM, Pan, C, Gao, J & Ma, L 2025, ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration. in WWW '25: Proceedings of the ACM on Web Conference 2025. ACM Association for Computing Machinery, pp. 2250-2261, The ACM Web Conference 2025, Sydney, New South Wales, Australia, 28/04/25. https://doi.org/10.1145/3696410.3714877

ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration. / Wang, Zixiang; Zhu, Yinghao; Zhao, Huiya et al.
WWW '25: Proceedings of the ACM on Web Conference 2025. ACM Association for Computing Machinery, 2025. p. 2250-2261.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent Collaboration

AU - Wang, Zixiang

AU - Zhu, Yinghao

AU - Zhao, Huiya

AU - Zheng, Xiaochen

AU - Sui, Dehao

AU - Wang, Tianlong

AU - Tang, Wen

AU - Wang, Yasha

AU - Harrison, Ewen M

AU - Pan, Chengwei

AU - Gao, Junyi

AU - Ma, Liantao

PY - 2025/4/22

Y1 - 2025/4/22

KW - electronic health record

KW - large language model

KW - multi-agent

U2 - 10.1145/3696410.3714877

DO - 10.1145/3696410.3714877

M3 - Conference contribution

SP - 2250

EP - 2261

BT - WWW '25: Proceedings of the ACM on Web Conference 2025

PB - ACM Association for Computing Machinery

T2 - The ACM Web Conference 2025

Y2 - 28 April 2025 through 2 May 2025

ER -