Al Pipeline for Advancing Healthcare Data Interoperability

Roughly 80% Of health outcomes are influenced by non-medical factors — including social and behavioral determinants such as housing, income, food access, and community support. Yet, these critical drivers of patient well-being often go unmeasured, unstructured, or overlooked, especially in resource-constrained healthcare settings. This project proposes an approach to synthesizing diverse data inputs in order to generate meaningful insights that can enhance care delivery, improve organizational sustainability, and align incentives across stakeholders. The initiative enables stronger data interoperability throughout the healthcare system while ensuring each of the various data providers maintain privacy and IP. In doing so, it lays the foundation for a powerful ecosystem connecting hospitals, insurance companies and Managed Care Organizations (MCOs), and community-based organizations (CBOs). The development process involved the creation Of multiple prototypes and Al -driven data pipelines. Financial advancement Of the project w•as primarily supported through the drafting and submission Of the NIH R43 Small Business Innovation Research (SBIR) Grant. Furthermore, the project was presented to to various institutions — including hospitals, community-based organizations, and healthcare networks — to secure pilot support, as well as investment firms to explore funding opportunities for future scaling.

Publication Details

Journal
DigitalCommons-IMSA (Illinois Mathematics and Science Academy)
Published
2025-04-17
Primary Topic
Gene Regulatory Network Analysis
Type
article
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article

Al Pipeline for Advancing Healthcare Data Interoperability

DigitalCommons-IMSA (Illinois Mathematics and Science Academy)
Gene Regulatory Network Analysis
article

Al Pipeline for Advancing Healthcare Data Interoperability

article en

Abstract

Roughly 80% Of health outcomes are influenced by non-medical factors — including social and behavioral determinants such as housing, income, food access, and community support. Yet, these critical drivers of patient well-being often go unmeasured, unstructured, or overlooked, especially in resource-constrained healthcare settings. This project proposes an approach to synthesizing diverse data inputs in order to generate meaningful insights that can enhance care delivery, improve organizational sustainability, and align incentives across stakeholders. The initiative enables stronger data interoperability throughout the healthcare system while ensuring each of the various data providers maintain privacy and IP. In doing so, it lays the foundation for a powerful ecosystem connecting hospitals, insurance companies and Managed Care Organizations (MCOs), and community-based organizations (CBOs). The development process involved the creation Of multiple prototypes and Al -driven data pipelines. Financial advancement Of the project w•as primarily supported through the drafting and submission Of the NIH R43 Small Business Innovation Research (SBIR) Grant. Furthermore, the project was presented to to various institutions — including hospitals, community-based organizations, and healthcare networks — to secure pilot support, as well as investment firms to explore funding opportunities for future scaling.

DigitalCommons-IMSA (Illinois Mathematics and Science Academy)
Openalex Percentile: Top 50%
Gene Regulatory Network Analysis
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