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Smartphone camera oximetry in an induced hypoxemia study.
- Source :
-
NPJ digital medicine [NPJ Digit Med] 2022 Sep 19; Vol. 5 (1), pp. 146. Date of Electronic Publication: 2022 Sep 19. - Publication Year :
- 2022
-
Abstract
- Hypoxemia, a medical condition that occurs when the blood is not carrying enough oxygen to adequately supply the tissues, is a leading indicator for dangerous complications of respiratory diseases like asthma, COPD, and COVID-19. While purpose-built pulse oximeters can provide accurate blood-oxygen saturation (SpO <subscript>2</subscript> ) readings that allow for diagnosis of hypoxemia, enabling this capability in unmodified smartphone cameras via a software update could give more people access to important information about their health. Towards this goal, we performed the first clinical development validation on a smartphone camera-based SpO <subscript>2</subscript> sensing system using a varied fraction of inspired oxygen (FiO <subscript>2</subscript> ) protocol, creating a clinically relevant validation dataset for solely smartphone-based contact PPG methods on a wider range of SpO <subscript>2</subscript> values (70-100%) than prior studies (85-100%). We built a deep learning model using this data to demonstrate an overall MAE = 5.00% SpO <subscript>2</subscript> while identifying positive cases of low SpO <subscript>2</subscript>  < 90% with 81% sensitivity and 79% specificity. We also provide the data in open-source format, so that others may build on this work.<br /> (© 2022. The Author(s).)
Details
- Language :
- English
- ISSN :
- 2398-6352
- Volume :
- 5
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- NPJ digital medicine
- Publication Type :
- Academic Journal
- Accession number :
- 36123367
- Full Text :
- https://doi.org/10.1038/s41746-022-00665-y