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Design of an Intelligent Patient Decision aid Based on Individual Decision-Making Styles and Information Need Preferences

Author

Listed:
  • Sergey Motorny

    (College of Business and Information Systems, Dakota State University)

  • Surendra Sarnikar

    (California State University East Bay)

  • Cherie Noteboom

    (Dakota State University)

Abstract

An emerging trend in healthcare delivery is that of patient-centered medicine which includes empowering patients through shared decision-making in their medical care. The use of information technology is a key enabler for empowering patients and supporting patient-centered care. The patient decision aid is one tool for getting patients more involved in their care. However, existing patient decision aids make generalized assumptions about their users and fail to accommodate the variability of individual information needs and decision-making preferences known in the literature. In this paper, we investigate patient attributes that influence patient decision-making preferences and present a framework for the design of individualized patient decision aids. The proposed framework is instantiated in the context of end stage renal disease and was tested to evaluate its effectiveness.

Suggested Citation

  • Sergey Motorny & Surendra Sarnikar & Cherie Noteboom, 2022. "Design of an Intelligent Patient Decision aid Based on Individual Decision-Making Styles and Information Need Preferences," Information Systems Frontiers, Springer, vol. 24(4), pages 1249-1264, August.
    • Handle: RePEc:spr:infosf:v:24:y:2022:i:4:d:10.1007_s10796-021-10125-9
    DOI: 10.1007/s10796-021-10125-9
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    References listed on IDEAS

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    1. Margaret Holmes-Rovner & Wendy L. Nelson & Michael Pignone & Glyn Elwyn & David R. Rovner & Annette M. O'Connor & Angela Coulter & Rosaly Correa-de-Araujo, 2007. "Are Patient Decision Aids the Best Way to Improve Clinical Decision Making? Report of the IPDAS Symposium," Medical Decision Making, , vol. 27(5), pages 599-608, September.
    2. Paul C. Schroy III & Karen Emmons & Ellen Peters & Julie T. Glick & Patricia A. Robinson & Maria A. Lydotes & Shamini Mylvanaman & Stephen Evans & Christine Chaisson & Michael Pignone & Marianne Prout, 2011. "The Impact of a Novel Computer-Based Decision Aid on Shared Decision Making for Colorectal Cancer Screening," Medical Decision Making, , vol. 31(1), pages 93-107, January.
    3. Heller, Daniel & Levin, Irwin P. & Goransson, Martin, 2002. "Selection of strategies for narrowing choice options: Antecedents and consequences," Organizational Behavior and Human Decision Processes, Elsevier, vol. 89(2), pages 1194-1213, November.
    4. Fereshteh Ghahramani & Jingguo Wang, 2020. "Impact of Smartphones on Quality of Life: A Health Information Behavior Perspective," Information Systems Frontiers, Springer, vol. 22(6), pages 1275-1290, December.
    5. C. Derrick Huang & Jahyun Goo & Ravi S. Behara & Ankur Agarwal, 2020. "Clinical Decision Support System for Managing COPD-Related Readmission Risk," Information Systems Frontiers, Springer, vol. 22(3), pages 735-747, June.
    6. James G. Dolan & Susan Frisina, 2002. "Randomized Controlled Trial of a Patient Decision Aid for Colorectal Cancer Screening," Medical Decision Making, , vol. 22(2), pages 125-139, April.
    7. Kevin Miller & Gunjan Mansingh, 2017. "OptiPres: a distributed mobile agent decision support system for optimal patient drug prescription," Information Systems Frontiers, Springer, vol. 19(1), pages 129-148, February.
    8. Jimin Guo & Benjamin C. M. Fung & Farkhund Iqbal & Peter J. K. Kuppen & Rob A. E. M. Tollenaar & Wilma E. Mesker & Jean-Jacques Lebrun, 2017. "Revealing determinant factors for early breast cancer recurrence by decision tree," Information Systems Frontiers, Springer, vol. 19(6), pages 1233-1241, December.
    9. Dalal, Reeshad S. & Bonaccio, Silvia, 2010. "What types of advice do decision-makers prefer?," Organizational Behavior and Human Decision Processes, Elsevier, vol. 112(1), pages 11-23, May.
    10. Annette M. O'Connor & Dawn Stacey & Michael J. Barry & Nananda F. Col & Karen B. Eden & Vikki Entwistle & Valerie Fiset & Margaret Holmes-Rovner & Sara Khangura & Hilary Llewellyn-Thomas & David R. Ro, 2007. "Do Patient Decision Aids Meet Effectiveness Criteria of the International Patient Decision Aid Standards Collaboration? A Systematic Review and Meta-analysis," Medical Decision Making, , vol. 27(5), pages 554-574, September.
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