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Development and Validation of an Algorithm to Objectively Quantify Adherence to Offloading Interventions
Sai V Yalla1,2, Sanam N Jhaveri1, Nahir S Negron-Fernandez1
1Center for Lower Extremity Ambulatory Research (CLEAR), Dr. William M. Scholl College of Podiatric Medicine at Rosalind Franklin University of Medicine and Science, North Chicago, Illinois, USA.
A new method accurately tracks adherence to diabetic foot ulcer offloading devices like the removable cast walker (RCW) and shoe-lift. This technology improves monitoring of real-world patient behavior for better healing outcomes.
Area of Science:
- Biomedical Engineering
- Orthopedics
- Wearable Technology
Background:
- Diabetic foot ulcers (DFUs) necessitate offloading for effective healing.
- Poor adherence to removable offloading devices is a significant clinical challenge.
- Previous adherence measurement methods had limitations, hindering accurate behavioral insights.
Purpose of the Study:
- To develop and validate a novel method for objectively tracking adherence to offloading devices during ambulation and static weight-bearing.
- To assess adherence to both a removable cast walker (RCW) and a contralateral shoe-lift simultaneously.
Main Methods:
- Thirty healthy adults were monitored using accelerometers on RCWs, shoe-lifts, and thighs.
- A custom algorithm was developed to classify adherence based on variance thresholds during walking and standing.
- Adherence data was compared against investigator logs and participant diaries over 24 hours.
Main Results:
- The algorithm demonstrated over 99% accuracy in detecting steps and standing in laboratory settings.
- Excellent agreement (ICC > 0.96) was observed between algorithm-derived adherence and diary entries in community monitoring.
- Misclassification error rates were below 3%.
Conclusions:
- A validated method for objectively quantifying adherence to RCWs and shoe-lifts has been established.
- The findings support the use of this method for monitoring real-world offloading behavior in clinical trials.
- This technology has the potential to enhance adherence assessments and be integrated into clinical practice for patient monitoring.
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