Ziyuan Guan,
System Manager And Data Analyst
Department:
MD-MED QUANTITATIVE HEALTH
Business Phone:
(352) 273-8821
Business Email:
ziyuan.guan@ufl.edu
Research Profile
I am interested in Distributed Systems, System Architecture, Data Analysis with Machine Learning, and Deep Learning methods. Currently, I am passionate about optimizing systems and accelerating the processing efficiency of the complicated platforms.
Open Researcher and Contributor ID (ORCID)
0009-0009-4824-6927
Areas of Interest
- Integration of Multi-Type, Multi-Scale Health Data
- Intelligent systems
- Machine learning and applications
- data science
Publications
Academic Articles
2024
APRICOT-Mamba: Acuity Prediction in Intensive Care Unit (ICU): Development and Validation of a Stability, Transitions, and Life-Sustaining Therapies Prediction Model.
Research square.
[DOI] 10.21203/rs.3.rs-4790824/v1.
[PMID] 39149454.
2024
Electronic Health Record Data Quality and Performance Assessments: Scoping Review.
JMIR medical informatics.
12
[DOI] 10.2196/58130.
[PMID] 39504136.
2024
Identifying acute illness phenotypes via deep temporal interpolation and clustering network on physiologic signatures.
Scientific reports.
14(1)
[DOI] 10.1038/s41598-024-59047-x.
[PMID] 38600110.
2024
Risk-Specific Training Cohorts to Address Class Imbalance in Surgical Risk Prediction.
JAMA surgery.
159(12):1424-1431
[DOI] 10.1001/jamasurg.2024.4299.
[PMID] 39382865.
2023
Clinical courses of acute kidney injury in hospitalized patients: a multistate analysis.
Scientific reports.
13(1)
[DOI] 10.1038/s41598-023-45006-5.
[PMID] 37853103.
2023
Dynamic Delirium Prediction in the Intensive Care Unit using Machine Learning on Electronic Health Records.
… IEEE-EMBS International Conference on Biomedical and Health Informatics. IEEE-EMBS International Conference on Biomedical and Health Informatics.
2023
[DOI] 10.1109/bhi58575.2023.10313445.
[PMID] 38585187.
2023
Machine Learning-Enabled Clinical Information Systems Using Fast Healthcare Interoperability Resources Data Standards: Scoping Review.
JMIR medical informatics.
11
[DOI] 10.2196/48297.
[PMID] 37646309.
2022
Multi-dimensional patient acuity estimation with longitudinal EHR tokenization and flexible transformer networks.
Frontiers in digital health.
4
[DOI] 10.3389/fdgth.2022.1029191.
[PMID] 36440460.
2022
Performance of a Machine Learning Algorithm Using Electronic Health Record Data to Predict Postoperative Complications and Report on a Mobile Platform.
JAMA network open.
5(5)
[DOI] 10.1001/jamanetworkopen.2022.11973.
[PMID] 35576007.
2022
Physiologic signatures within six hours of hospitalization identify acute illness phenotypes.
PLOS digital health.
1(10)
[DOI] 10.1371/journal.pdig.0000110.
[PMID] 36590701.
Education
Matser
2017-2019
·
University of Florida
Bachelor
2013-2017
·
Nanjing University Of Posts and Telecommunications
Contact Details
Phones:
- Business:
- (352) 273-8821
Emails:
- Business:
- ziyuan.guan@ufl.edu
Addresses:
- Business Mailing:
-
PO Box 100224
GAINESVILLE FL 32610 - Business Street:
-
PO Box 100224
GAINESVILLE FL 32610