IDEAS home Printed from https://ideas.repec.org/a/spr/infosf/v22y2020i3d10.1007_s10796-018-9881-4.html
   My bibliography  Save this article

Clinical Decision Support System for Managing COPD-Related Readmission Risk

Author

Listed:
  • C. Derrick Huang

    (Florida Atlantic University)

  • Jahyun Goo

    (Florida Atlantic University)

  • Ravi S. Behara

    (Florida Atlantic University)

  • Ankur Agarwal

    (Florida Atlantic University)

Abstract

Hospital readmission is an important quality-of-care indicator that reflects challenges in quality of in-patient care and the difficulty of coordination of care after the transition back into the community. It can also be a significant financial burden, especially as it relates to Medicare and Medicaid costs now and into the future. In this study, we develop a text-mining-based methodology for providing decision support to identify patients with Chronic Obstructive Pulmonary Disease (COPD), one of the leading causes of disability and mortality worldwide, that are likely to be readmitted. The proposed methodology is tested with real-life data to demonstrate how it can be used to help healthcare providers target high-risk discharged patients to reduce readmission.

Suggested Citation

  • 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.
  • Handle: RePEc:spr:infosf:v:22:y:2020:i:3:d:10.1007_s10796-018-9881-4
    DOI: 10.1007/s10796-018-9881-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10796-018-9881-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10796-018-9881-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Nirup M. Menon & Byungtae Lee & Leslie Eldenburg, 2000. "Productivity of Information Systems in the Healthcare Industry," Information Systems Research, INFORMS, vol. 11(1), pages 83-92, March.
    2. Ritu Agarwal & Guodong (Gordon) Gao & Catherine DesRoches & Ashish K. Jha, 2010. "Research Commentary ---The Digital Transformation of Healthcare: Current Status and the Road Ahead," Information Systems Research, INFORMS, vol. 21(4), pages 796-809, December.
    3. Tawei Wang & Karthik N. Kannan & Jackie Rees Ulmer, 2013. "The Association Between the Disclosure and the Realization of Information Security Risk Factors," Information Systems Research, INFORMS, vol. 24(2), pages 201-218, June.
    4. Sarv Devaraj & Rajiv Kohli, 2003. "Performance Impacts of Information Technology: Is Actual Usage the Missing Link?," Management Science, INFORMS, vol. 49(3), pages 273-289, March.
    5. Peter S. Fader & James M. Lattin, 1993. "Accounting for Heterogeneity and Nonstationarity in a Cross-Sectional Model of Consumer Purchase Behavior," Marketing Science, INFORMS, vol. 12(3), pages 304-317.
    6. Mark Cecchini & Haldun Aytug & Gary J. Koehler & Praveen Pathak, 2010. "Detecting Management Fraud in Public Companies," Management Science, INFORMS, vol. 56(7), pages 1146-1160, July.
    7. Corey M. Angst & Ritu Agarwal & V. Sambamurthy & Ken Kelley, 2010. "Social Contagion and Information Technology Diffusion: The Adoption of Electronic Medical Records in U.S. Hospitals," Management Science, INFORMS, vol. 56(8), pages 1219-1241, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Indranil Bardhan & Jeong-ha (Cath) Oh & Zhiqiang (Eric) Zheng & Kirk Kirksey, 2015. "Predictive Analytics for Readmission of Patients with Congestive Heart Failure," Information Systems Research, INFORMS, vol. 26(1), pages 19-39, March.
    2. Yu-Kai Lin & Mingfeng Lin & Hsinchun Chen, 2019. "Do Electronic Health Records Affect Quality of Care? Evidence from the HITECH Act," Service Science, INFORMS, vol. 30(1), pages 306-318, March.
    3. Sam Ransbotham & Eric M. Overby & Michael C. Jernigan, 2021. "Electronic Trace Data and Legal Outcomes: The Effect of Electronic Medical Records on Malpractice Claim Resolution Time," Management Science, INFORMS, vol. 67(7), pages 4341-4361, July.
    4. Ritu Agarwal & Guodong (Gordon) Gao & Catherine DesRoches & Ashish K. Jha, 2010. "Research Commentary ---The Digital Transformation of Healthcare: Current Status and the Road Ahead," Information Systems Research, INFORMS, vol. 21(4), pages 796-809, December.
    5. Jun Sun & Zhe Qu, 2015. "Understanding health information technology adoption: A synthesis of literature from an activity perspective," Information Systems Frontiers, Springer, vol. 17(5), pages 1177-1190, October.
    6. Becker, Jan U. & Greve, Goetz & Albers, Sönke, 2009. "The impact of technological and organizational implementation of CRM on customer acquisition, maintenance, and retention," International Journal of Research in Marketing, Elsevier, vol. 26(3), pages 207-215.
    7. Hemant K. Bhargava & Abhay Nath Mishra, 2014. "Electronic Medical Records and Physician Productivity: Evidence from Panel Data Analysis," Management Science, INFORMS, vol. 60(10), pages 2543-2562, October.
    8. Chen Chen & Dylan Walker, 2023. "A Bitter Pill to Swallow? The Consequences of Patient Evaluation in Online Health Question-and-Answer Platforms," Information Systems Research, INFORMS, vol. 34(3), pages 867-889, September.
    9. John W. Gardner & Kenneth K. Boyer & Peter T. Ward, 2017. "Achieving Time-Sensitive Organizational Performance Through Mindful Use of Technologies and Routines," Organization Science, INFORMS, vol. 28(6), pages 1061-1079, December.
    10. Ramkumar Janakiraman & Eunho Park & Emre M. Demirezen & Subodha Kumar, 2023. "The Effects of Health Information Exchange Access on Healthcare Quality and Efficiency: An Empirical Investigation," Management Science, INFORMS, vol. 69(2), pages 791-811, February.
    11. Moez Bellaaj, 2008. "Technologies De L'Information Et Performance Organisationnelle : Différentes Approches D'Évaluation," Post-Print halshs-00522342, HAL.
    12. Balta, Maria & Valsecchi, Raffaella & Papadopoulos, Thanos & Bourne, Dorota Joanna, 2021. "Digitalization and co-creation of healthcare value: A case study in Occupational Health," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    13. Brad N. Greenwood & Kartik K. Ganju & Corey M. Angst, 2019. "How Does the Implementation of Enterprise Information Systems Affect a Professional’s Mobility? An Empirical Study," Information Systems Research, INFORMS, vol. 30(2), pages 563-594, June.
    14. Xu, Zhuo, 2019. "An empirical study of patients' privacy concerns for health informatics as a service," Technological Forecasting and Social Change, Elsevier, vol. 143(C), pages 297-306.
    15. Stefan Schweikl & Robert Obermaier, 2020. "Lessons from three decades of IT productivity research: towards a better understanding of IT-induced productivity effects," Management Review Quarterly, Springer, vol. 70(4), pages 461-507, November.
    16. Abhijith Anand & Rajeev Sharma & Rajiv Kohli, 2017. "What Influences Managerial Use of Business Analytic Systems? A Theory of Performance-Driven Search," Working Papers in Economics 17/12, University of Waikato.
    17. Ancarani, Alessandro & Di Mauro, Carmela & Gitto, Simone & Mancuso, Paolo & Ayach, Ali, 2016. "Technology acquisition and efficiency in Dubai hospitals," Technological Forecasting and Social Change, Elsevier, vol. 113(PB), pages 475-485.
    18. Ravi Thambusamy & Prashant Palvia, 2020. "U.S. Healthcare Provider Capabilities and Performance: the Mediating Roles of Service Innovation and Quality," Information Systems Frontiers, Springer, vol. 22(1), pages 91-111, February.
    19. Brad N. Greenwood & Ritu Agarwal & Rajshree Agarwal & Anandasivam Gopal, 2017. "The When and Why of Abandonment: The Role of Organizational Differences In Medical Technology Life Cycles," Management Science, INFORMS, vol. 63(9), pages 2948-2966, September.
    20. Abhay Nath Mishra & Catherine Anderson & Corey M. Angst & Ritu Agarwal, 2012. "Electronic Health Records Assimilation and Physician Identity Evolution: An Identity Theory Perspective," Information Systems Research, INFORMS, vol. 23(3-part-1), pages 738-760, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:infosf:v:22:y:2020:i:3:d:10.1007_s10796-018-9881-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.