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Spatio-temporal Structure of US Critical Care Transfer Network
K P Unnikrishnan1, Debprakash Patnaik, Theodore J Iwashyna
1University of Michigan, Ann Arbor, MI 48109, kpuk@umich.edu.
Thousands of Intensive Care Unit (ICU) patients may survive if transferred to better hospitals. Data reveals inefficient patient transfer cascades, where patients repeatedly move to secondary hospitals instead of optimal ones, impacting survival rates.
Area of Science:
- Healthcare quality research
- Health services research
- Medical informatics
Background:
- Intensive Care Units (ICUs) are critical care settings with variable quality.
- Many deaths in ICUs could be preventable with appropriate hospital care.
- Existing patient transfer policies aim to improve outcomes but face inefficiencies.
Purpose of the Study:
- To identify and analyze inefficient patient transfer patterns in Intensive Care Units (ICUs).
- To discover data mining schemes for detecting cascading patient transfers.
- To provide evidence for improving patient transfer systems to enhance survival outcomes.
Main Methods:
- Analysis of Medicare critical care transfer data spanning nearly 5,000 U.S. hospitals over 10 years.
- Application of data mining schemes and significance tests to identify transfer inefficiencies.
- Examination of multi-step transfer cascades and hospital involvement.
Main Results:
- Evidence of recurrent patient transfers to secondary hospitals, bypassing more optimal choices.
- Identification of cascading transfers across multiple hospital transitions.
- Some hospitals are disproportionately involved in these inefficient transfer cascades.
Conclusions:
- The current patient transfer system for Intensive Care Units (ICUs) exhibits significant inefficiencies.
- Inefficient transfer cascades negatively impact patient outcomes and survival.
- Targeted interventions are needed to optimize hospital transfers and improve critical care quality.
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