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Assessment and Evaluation of the High Risk Neonate: The NICU Network Neurobehavioral Scale
Published on: August 25, 2014
Risk score for nonhome discharge after lower extremity bypass
James C Iannuzzi1, Laura T Boitano2, Michol A Cooper3
1Division of Vascular and Endovascular Surgery, Department of Surgery, University of California San Francisco, San Francisco, Calif.
A new risk score accurately predicts nonhome discharge (NHD) after lower extremity bypass (LEB) for peripheral artery disease using preoperative factors. This tool helps identify high-risk patients for better resource allocation and counseling.
Area of Science:
- Vascular Surgery
- Health Services Research
- Predictive Analytics
Background:
- Lower extremity bypass (LEB) for peripheral artery disease (PAD) necessitates significant healthcare resources, including post-discharge care.
- Factors influencing nonhome discharge (NHD) after LEB are not well-established.
- Predicting NHD is crucial for optimizing patient care and resource allocation.
Purpose of the Study:
- To develop and validate a novel risk score to predict NHD in patients undergoing LEB for PAD.
- To identify key preoperative risk factors associated with NHD.
Main Methods:
- Analysis of the Vascular Study Group of New England database (2003-2017) for elective LEB procedures.
- Exclusion of non-elective cases, patients not admitted from home, bedridden patients, and in-hospital deaths.
- Development of a logistic regression model using preoperative factors to predict NHD, split into derivation and validation cohorts.
Main Results:
- The study included 10,145 patients, with an overall NHD rate of 26.4%.
- Multivariable analysis identified age, sex, nonwhite race, tissue loss, cardiac comorbidity, partial ambulatory deficit, and insulin-dependent diabetes as significant predictors of NHD.
- The developed risk score demonstrated strong predictive performance (C-statistic 0.78-0.79) and categorized patients into low, moderate, and high-risk groups for NHD.
Conclusions:
- A novel, preoperative risk score effectively predicts NHD after LEB for PAD.
- High-risk patients (12% of LEB cohort) constitute a disproportionate number (nearly one-third) of NHD cases.
- This risk score can enhance preoperative counseling, improve patient management, and optimize hospital resource allocation.
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