AI Article Synopsis

  • - Itch is a widespread issue that significantly impacts health, highlighting the need for precise measurements of scratching behavior.
  • - The article introduces a noninvasive wireless sensor that accurately captures the sounds and movements of scratching on the hand, outperforming traditional smartwatch methods.
  • - Clinical tests show the sensor's impressive accuracy (99.0%) in tracking scratching in patients with atopic dermatitis, making it useful for drug efficacy studies and monitoring treatment progress.

Article Abstract

Itch is a common clinical symptom and major driver of disease-related morbidity across a wide range of medical conditions. A substantial unmet need is for objective, accurate measurements of itch. In this article, we present a noninvasive technology to objectively quantify scratching behavior via a soft, flexible, and wireless sensor that captures the acousto-mechanic signatures of scratching from the dorsum of the hand. A machine learning algorithm validated on data collected from healthy subjects ( = 10) indicates excellent performance relative to smartwatch-based approaches. Clinical validation in a cohort of predominately pediatric patients ( = 11) with moderate to severe atopic dermatitis included 46 sleep-nights totaling 378.4 hours. The data indicate an accuracy of 99.0% (84.3% sensitivity, 99.3% specificity) against visual observation. This work suggests broad capabilities relevant to applications ranging from assessing the efficacy of drugs for conditions that cause itch to monitoring disease severity and treatment response.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8087407PMC
http://dx.doi.org/10.1126/sciadv.abf9405DOI Listing

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