Award

Learning Patterns of Collaboration to Optimize the Management of Care Providers

Description: Project Narrative Health information systems (HIS) facilitate collaborative environments, through which healthcare teams can improve their efficiency and patients can receive more effective treatment. Yet, at the same time, complexity in the interactions of care providers, in combination with the dynamic nature of healthcare, could limit the realization of such benefits if coordination is not appropriately handled (e.g., longer waiting times and replication in diagnostics) and care is not personalized to the patient. In this research, we aim to develop data mining strategies to enable the optimization of care providers management by learn patterns of collaboration through the utilization of HIS; specifically, the goals of this project are to 1) model disease-specific treatment communities, 2) learn dependency patterns between care providers, and 3) infer disease-specific coordinate sequence patterns.
Funding type: research
Funder scheme: R00
Start date: 2015-05-01
End date: 2019-04-30
Investigator: YOU CHEN
Institution: VANDERBILT UNIVERSITY MEDICAL CENTER
Funded outputs count: 17
Funder award ID: R00LM011933
OpenAlex ID: G2577458355
2019 · Cheng Gao, Sarah Osmundson, et al. · Journal of Biomedical Informatics · 107
2019 · Cheng Gao, Abel N. Kho, et al. · IEEE International Conference on Healthcare Informatics (ICHI) · 1
2019 · Gao Cheng, Osmundson Sarah, et al. · Studies in health technology and informatics · 17
2019 · Gao Cheng, Osmundson Sarah, et al. · Studies in health technology and informatics · 2
2018 · You Chen, Mayur B Patel, et al. · Journal of the American Medical Informatics Association · 31
2018 · Patrick Li, Scott D. Nelson, et al. · Blockchain in Healthcare Today · 56
2018 · Thomas Li, Cheng Gao, et al. · Europe PMC (PubMed Central) · 7
2018 · Wen Yin, Cheng Gao, et al. · Europe PMC (PubMed Central) · 12
2017 · You Chen, Abel N. Kho, et al. · Journal of Biomedical Informatics · 26
2017 · Gao Cheng, Kho Abel N., et al. · Studies in health technology and informatics · 10
2016 · Tao Zheng, Wei Xie, et al. · International Journal of Medical Informatics · 388
2016 · You Chen, Nancy M Lorenzi, et al. · Journal of the American Medical Informatics Association · 34
2016 · Chao Yan, You Chen, et al. · PubMed Central · 14
2015 · Yichen Wang, Robert Chen, et al. · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) · 159
2015 · You Chen, Joydeep Ghosh, et al. · Journal of Biomedical Informatics · 57
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