IDEAS home Printed from https://ideas.repec.org/a/inm/ormsom/v26y2024i3p911-930.html

Evaluation of a Split Flow Model for the Emergency Department

Author

Listed:
  • Juan Camilo David Gomez

    (Department of Industrial and Systems Engineering, University of Wisconsin–Madison, Madison, Wisconsin 53706)

  • Amy L. Cochran

    (Department of Mathematics, University of Wisconsin–Madison, Madison, Wisconsin 53706; Department of Population Health Sciences, University of Wisconsin–Madison, Madison, Wisconsin 53706)

  • Brian W. Patterson

    (BerbeeWalsh Department of Emergency Medicine, University of Wisconsin–Madison, Madison, Wisconsin 53706)

  • Gabriel Zayas-Cabán

    (Department of Industrial and Systems Engineering, University of Wisconsin–Madison, Madison, Wisconsin 53706)

Abstract

Problem definition : Split flow models, in which a physician rather than a nurse performs triage, are increasingly being used in hospital emergency departments (EDs) to improve patient flow. Before deciding whether such interventions should be adopted, it is important to understand how split flows causally impact patient flow and outcomes. Methodology/results : We employ causal inference methodology to estimate average causal effects of a split flow model on time to be roomed, time to disposition after being roomed, admission decisions, and ED revisits at a large tertiary teaching hospital that uses a split flow model during certain hours each day. We propose a regression discontinuity design to identify average causal effects, which we formalize with causal diagrams. Using electronic health records data ( n = 21,570), we estimate that split flow increases average time to be roomed by about 4.6 minutes (95% confidence interval (95% CI): 2.9, 6.2 minutes) but decreases average time to disposition by 14.4 minutes (95% CI: 4.1, 24.7 minutes), leading to an overall reduction in length of stay. Split flow is also found to decrease admission rates by 5.9% (95% CI: 2.3%, 9.4%) but not at the expense of a significant change in revisit rates. Lastly, we find that the split flow model is especially effective at reducing length of stay during low congestion levels, which mediation analysis partly attributes to early task initiation by the physician assigned to triage. Managerial implications : A split flow model can improve flow and may have downstream effects on admissions but not revisits.

Suggested Citation

  • Juan Camilo David Gomez & Amy L. Cochran & Brian W. Patterson & Gabriel Zayas-Cabán, 2024. "Evaluation of a Split Flow Model for the Emergency Department," Manufacturing & Service Operations Management, INFORMS, vol. 26(3), pages 911-930, May.
  • Handle: RePEc:inm:ormsom:v:26:y:2024:i:3:p:911-930
    DOI: 10.1287/msom.2022.0003
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/msom.2022.0003
    Download Restriction: no

    File URL: https://libkey.io/10.1287/msom.2022.0003?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
    ---><---

    References listed on IDEAS

    as
    1. Robert J. Batt & Christian Terwiesch, 2017. "Early Task Initiation and Other Load-Adaptive Mechanisms in the Emergency Department," Management Science, INFORMS, vol. 63(11), pages 3531-3551, November.
    2. Douglas Almond & Joseph J. Doyle, 2011. "After Midnight: A Regression Discontinuity Design in Length of Postpartum Hospital Stays," American Economic Journal: Economic Policy, American Economic Association, vol. 3(3), pages 1-34, August.
    3. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    4. Soroush Saghafian & Wallace J. Hopp & Mark P. Van Oyen & Jeffrey S. Desmond & Steven L. Kronick, 2014. "Complexity-Augmented Triage: A Tool for Improving Patient Safety and Operational Efficiency," Manufacturing & Service Operations Management, INFORMS, vol. 16(3), pages 329-345, July.
    5. repec:mpr:mprres:6770 is not listed on IDEAS
    6. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    7. Hudgens, Michael G. & Halloran, M. Elizabeth, 2008. "Toward Causal Inference With Interference," Journal of the American Statistical Association, American Statistical Association, vol. 103, pages 832-842, June.
    8. Robert J. Batt & Diwas S. KC & Bradley R. Staats & Brian W. Patterson, 2019. "The Effects of Discrete Work Shifts on a Nonterminating Service System," Production and Operations Management, Production and Operations Management Society, vol. 28(6), pages 1528-1544, June.
    9. Soroush Saghafian & Wallace J. Hopp & Mark P. Van Oyen & Jeffrey S. Desmond & Steven L. Kronick, 2012. "Patient Streaming as a Mechanism for Improving Responsiveness in Emergency Departments," Operations Research, INFORMS, vol. 60(5), pages 1080-1097, October.
    10. Gabriel Zayas-Cabán & Jingui Xie & Linda V. Green & Mark E. Lewis, 2016. "Dynamic control of a tandem system with abandonments," Queueing Systems: Theory and Applications, Springer, vol. 84(3), pages 279-293, December.
    11. Horrace, William C. & Oaxaca, Ronald L., 2006. "Results on the bias and inconsistency of ordinary least squares for the linear probability model," Economics Letters, Elsevier, vol. 90(3), pages 321-327, March.
    12. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    13. Andrew Gelman & Guido Imbens, 2019. "Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(3), pages 447-456, July.
    Full references (including those not matched with items on IDEAS)

    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. Feng, Andy & Graetz, Georg, 2017. "A question of degree: The effects of degree class on labor market outcomes," Economics of Education Review, Elsevier, vol. 61(C), pages 140-161.
    2. Oh, Byeung-Kuk, 2024. "Retirement and healthcare utilization: Evidence from pension eligibility ages in South Korea," The Journal of the Economics of Ageing, Elsevier, vol. 27(C).
    3. SeungHoon Han & Hosung Sohn, 2023. "The short-term effects of fixed copayment policy on elderly health spending and service utilization: evidence from South Korea’s age-based policy using exact date of birth," International Journal of Health Economics and Management, Springer, vol. 23(2), pages 255-279, June.
    4. Arteaga, Irma & Heflin, Colleen & Gable, Sara, 2016. "The impact of aging out of WIC on food security in households with children," Children and Youth Services Review, Elsevier, vol. 69(C), pages 82-96.
    5. Prakash, Nishith & Rockmore, Marc & Uppal, Yogesh, 2019. "Do criminally accused politicians affect economic outcomes? Evidence from India," Journal of Development Economics, Elsevier, vol. 141(C).
    6. Daysal, N. Meltem & Trandafir, Mircea & van Ewijk, Reyn, 2019. "Low-risk isn’t no-risk: Perinatal treatments and the health of low-income newborns," Journal of Health Economics, Elsevier, vol. 64(C), pages 55-67.
    7. Ari Hyytinen & Jaakko Meriläinen & Tuukka Saarimaa & Otto Toivanen & Janne Tukiainen, 2018. "When does regression discontinuity design work? Evidence from random election outcomes," Quantitative Economics, Econometric Society, vol. 9(2), pages 1019-1051, July.
    8. Mauricio Villamizar‐Villegas & Freddy A. Pinzon‐Puerto & Maria Alejandra Ruiz‐Sanchez, 2022. "A comprehensive history of regression discontinuity designs: An empirical survey of the last 60 years," Journal of Economic Surveys, Wiley Blackwell, vol. 36(4), pages 1130-1178, September.
    9. Guillaume Blanc & Masahiro Kubo, 2023. "French," Economics Discussion Paper Series 2308, Economics, The University of Manchester.
    10. Andrew McEachin & Thurston Domina & Andrew Penner, 2020. "Heterogeneous Effects of Early Algebra across California Middle Schools," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 39(3), pages 772-800, June.
    11. Marshall Makate & Chamunorwa Nyamuranga, 2023. "The long‐term impact of education on dietary diversity among women in Zimbabwe," Review of Development Economics, Wiley Blackwell, vol. 27(2), pages 897-923, May.
    12. Cuong Viet Nguyen & Finn Tarp, 2023. "Cash Transfers and Labor Supply: New Evidence on Impacts and Mechanisms," DERG working paper series 23-18, University of Copenhagen. Department of Economics. Development Economics Research Group (DERG).
    13. Barbara Engels & Johannes Geyer & Peter Haan, 2016. "Pension Incentives and Early Retirement," Discussion Papers of DIW Berlin 1617, DIW Berlin, German Institute for Economic Research.
    14. Nicholas Barton & Tessa Bold & Justin Sandefur, 2017. "Measuring Rents from Public Employment: Regression Discontinuity Evidence from Kenya - Working Paper 457," Working Papers 457, Center for Global Development.
    15. Michal Kolesár & Christoph Rothe, 2018. "Inference in Regression Discontinuity Designs with a Discrete Running Variable," American Economic Review, American Economic Association, vol. 108(8), pages 2277-2304, August.
    16. Park, Albert & Shi, Xinzheng & Hsieh, Chang-tai & An, Xuehui, 2015. "Magnet high schools and academic performance in China: A regression discontinuity design," Journal of Comparative Economics, Elsevier, vol. 43(4), pages 825-843.
    17. Decio Coviello & Andrea Guglielmo & Giancarlo Spagnolo, 2015. "The Effect of Discretion on Procurement Performance," CEIS Research Paper 361, Tor Vergata University, CEIS, revised 17 Nov 2015.
    18. Jialu Liu & Siqi Pei & Xiaoquan (Michael) Zhang, 2025. "Indirect Value of Public Infrastructure Technology," Management Science, INFORMS, vol. 71(8), pages 6457-6474, August.
    19. Bold, Tessa & Barton, Nicholas & Sandefur, Justin, 2017. "Measuring Rents from Public Employment: Regression discontinuity evidence from Kenya," CEPR Discussion Papers 12105, Centre for Economic Policy Research.
    20. Decio Coviello & Andrea Guglielmo & Giancarlo Spagnolo, 2018. "The Effect of Discretion on Procurement Performance," Management Science, INFORMS, vol. 64(2), pages 715-738, February.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:inm:ormsom:v:26:y:2024:i:3:p:911-930. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.