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Towards reliable use of artificial intelligence to classify otitis media using otoscopic images: Addressing bias and improving data quality.

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Title: Towards reliable use of artificial intelligence to classify otitis media using otoscopic images: Addressing bias and improving data quality.
Authors: Xu, Yixi1 (AUTHOR) yixx@microsoft.com, Habib, Al-Rahim2,3,4 (AUTHOR), Crossland, Graeme5 (AUTHOR), Patel, Hemi5 (AUTHOR), Perry, Chris6 (AUTHOR), Bock, Kris7 (AUTHOR), Lian, Tony2,3 (AUTHOR), Weeks, William B.1 (AUTHOR), Dodhia, Rahul1 (AUTHOR), Ferres, Juan Lavista1 (AUTHOR), Singh, Narinder Pal2,3 (AUTHOR)
Source: PLoS ONE. 5/7/2026, Vol. 21 Issue 5, p1-13. 13p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="AR" term="%22Xu%2C+Yixi%22">Xu, Yixi</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> yixx@microsoft.com</i><br /><searchLink fieldCode="AR" term="%22Habib%2C+Al-Rahim%22">Habib, Al-Rahim</searchLink><relatesTo>2,3,4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Crossland%2C+Graeme%22">Crossland, Graeme</searchLink><relatesTo>5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Patel%2C+Hemi%22">Patel, Hemi</searchLink><relatesTo>5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Perry%2C+Chris%22">Perry, Chris</searchLink><relatesTo>6</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Bock%2C+Kris%22">Bock, Kris</searchLink><relatesTo>7</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Lian%2C+Tony%22">Lian, Tony</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Weeks%2C+William+B%2E%22">Weeks, William B.</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Dodhia%2C+Rahul%22">Dodhia, Rahul</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ferres%2C+Juan+Lavista%22">Ferres, Juan Lavista</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Singh%2C+Narinder+Pal%22">Singh, Narinder Pal</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)
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  Data: <searchLink fieldCode="JN" term="%22PLoS+ONE%22">PLoS ONE</searchLink>. 5/7/2026, Vol. 21 Issue 5, p1-13. 13p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=193596885
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