Literature DB >> 32337588

Where is my infusion pump? Harnessing network dynamics for improved hospital equipment fleet management.

Diego A Martinez1,2,3, Jiarui Cai3,4, Jimi B Oke5,6, Andrew S Jarrell7, Felipe Feijoo8, Jeffrey Appelbaum3, Eili Klein1,9,10, Sean Barnes11, Scott R Levin1,2.   

Abstract

OBJECTIVE: Timely availability of intravenous infusion pumps is critical for high-quality care delivery. Pumps are shared among hospital units, often without central management of their distribution. This study seeks to characterize unit-to-unit pump sharing and its impact on shortages, and to evaluate a system-control tool that balances inventory across all care areas, enabling increased availability of pumps.
MATERIALS AND METHODS: A retrospective study of 3832 pumps moving in a network of 5292 radiofrequency and infrared sensors from January to November 2017 at The Johns Hopkins Hospital in Baltimore, Maryland. We used network analysis to determine whether pump inventory in one unit was associated with inventory fluctuations in others. We used a quasi-experimental design and segmented regressions to evaluate the effect of the system-control tool on enabling safe inventory levels in all care areas.
RESULTS: We found 93 care areas connected through 67,111 pump transactions and 4 discernible clusters of pump sharing. Up to 17% (95% confidence interval, 7%-27%) of a unit's pump inventory was explained by the inventory of other units within its cluster. The network analysis supported design and deployment of a hospital-wide inventory balancing system, which resulted in a 44% (95% confidence interval, 36%-53%) increase in the number of care areas above safe inventory levels.
CONCLUSIONS: Network phenomena are essential inputs to hospital equipment fleet management. Consequently, benefits of improved inventory management in strategic unit(s) are capable of spreading safer inventory levels throughout the hospital.
© The Author(s) 2020. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com.

Keywords:  efficiency; electronic health records; machine learning; organizational; radio frequency identification device; systems analysis

Mesh:

Year:  2020        PMID: 32337588      PMCID: PMC7647311          DOI: 10.1093/jamia/ocaa033

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  10 in total

1.  Critical pediatric equipment availability in Canadian hospital emergency departments.

Authors:  D McGillivray; C Nijssen-Jordan; M S Kramer; H Yang; R Platt
Journal:  Ann Emerg Med       Date:  2001-04       Impact factor: 5.721

2.  Evaluation of an infrared/radiofrequency equipment-tracking system in a tertiary care hospital.

Authors:  Truls Ostbye; David F Lobach; Dianne Cheesborough; Ann Marie M Lee; Katrina M Krause; Vic Hasselblad; Darryl Bright
Journal:  J Med Syst       Date:  2003-08       Impact factor: 4.460

3.  Operational failures and interruptions in hospital nursing.

Authors:  Anita L Tucker; Steven J Spear
Journal:  Health Serv Res       Date:  2006-06       Impact factor: 3.402

4.  Critical incidents in the intensive therapy unit.

Authors:  D Wright; S J Mackenzie; I Buchan; C S Cairns; L E Price
Journal:  Lancet       Date:  1991-09-14       Impact factor: 79.321

5.  Preventing medication errors: a summary.

Authors:  David W Bates
Journal:  Am J Health Syst Pharm       Date:  2007-07-15       Impact factor: 2.637

6.  Mapping the nursing process: a new approach for understanding the work of nursing.

Authors:  Patricia Potter; Stuart Boxerman; Laurie Wolf; Jessica Marshall; Deborah Grayson; Jennifer Sledge; Bradley Evanoff
Journal:  J Nurs Adm       Date:  2004-02       Impact factor: 1.737

7.  The spread of obesity in a large social network over 32 years.

Authors:  Nicholas A Christakis; James H Fowler
Journal:  N Engl J Med       Date:  2007-07-25       Impact factor: 91.245

8.  Medical equipment in government health facilities: missed opportunities.

Authors:  Geeta S Pardeshi
Journal:  Indian J Med Sci       Date:  2005-01

9.  Availability and utilization of medical devices in Jimma zone hospitals, Southwest Ethiopia: a case study.

Authors:  Beyene Wondafrash Ademe; Bosena Tebeje; Ashagre Molla
Journal:  BMC Health Serv Res       Date:  2016-07-19       Impact factor: 2.655

Review 10.  Reducing medication errors in critical care: a multimodal approach.

Authors:  Rachel M Kruer; Andrew S Jarrell; Asad Latif
Journal:  Clin Pharmacol       Date:  2014-09-01
  10 in total
  1 in total

Review 1.  Machine learning and artificial intelligence: applications in healthcare epidemiology.

Authors:  Alisa J Hamilton; Alexandra T Strauss; Diego A Martinez; Jeremiah S Hinson; Scott Levin; Gary Lin; Eili Y Klein
Journal:  Antimicrob Steward Healthc Epidemiol       Date:  2021-10-07
  1 in total

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