Doctoral Dissertations
Keywords and Phrases
Agent-based model; human-centered
Abstract
"Healthcare systems engineering is challenging due to the complexity, geographic expansiveness, inertial properties, and the heterogeneous sub-systems, with varying vested interests. Additionally, humans comprise many of the forms and functions, and are independent, with resistance and uncertainty in their decision-making that adds complexity. Human-centered systems modeling approaches are therefore needed to capture this unique aspect of a healthcare system and to enhance understanding of emergent healthcare properties. This dissertation focuses on integrating systems modeling within healthcare and emphasizes the importance of incorporating human decision-making. Moreover, the incorporation of a human-centered approach yields particularly valuable insights into the decision-making processes that influence the implementation of new healthcare technology. The first step in this work was to use Monte Carlo simulation techniques for concept exploration. The second project was to capture patient and physician stakeholder needs through targeted surveys using the Theory of Planned Behavior. Finally, an early-generation system model based on an agent-based modeling approach was developed with the survey responses as input data. It also made use of publicly available regional health data to create a more generalizable approach. As a proof of concept for this approach, we applied it to the implementation of mobile radiation oncology in a rural setting"-- Abstract, p. iii
Advisor(s)
Canfield, Casey I.
Reynolds Kueny, Clair
Committee Member(s)
Liu, Jinling
Dagli, Cihan H., 1949-
Long, Suzanna, 1961-
Department(s)
Engineering Management and Systems Engineering
Degree Name
Ph. D. in Systems Engineering
Publisher
Missouri University of Science and Technology
Publication Date
Spring 2024
Pagination
ix, 114 pages
Note about bibliography
Includes_bibliographical_references_(pages 100-113)
Rights
© 2023 Alex Tyler Price, All rights reserved
Document Type
Dissertation - Open Access
File Type
text
Language
English
Thesis Number
T 12345
Electronic OCLC #
1427258247
Recommended Citation
Price, Alex, "A Human-Centered Framework for Oncological Healthcare System Modeling Applied to Mobile Radiation Delivery" (2024). Doctoral Dissertations. 3302.
https://scholarsmine.mst.edu/doctoral_dissertations/3302