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Smartphone-Assisted Placido Ring Imaging for K1 Stratification in Keratoconus: A Deep Learning Study.

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Title: Smartphone-Assisted Placido Ring Imaging for K1 Stratification in Keratoconus: A Deep Learning Study.
Authors: Eroglu E; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA., Tomaras N; Department of Ophthalmology, University of Illinois Chicago, 1855 W. Taylor Street, Chicago, IL 60612, USA., Pathak KA; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA., Sanchez J; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA., Pinto-Colmenarez RA; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA., Prieto JC; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA., Dole L; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA., Erukulla R; Department of Ophthalmology, University of Illinois Chicago, 1855 W. Taylor Street, Chicago, IL 60612, USA., Maizel M; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA., Djalilian AR; Department of Ophthalmology, University of Illinois Chicago, 1855 W. Taylor Street, Chicago, IL 60612, USA., Soleimani M; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.
Source: Diagnostics (Basel, Switzerland) [Diagnostics (Basel)] 2026 Jul 02; Vol. 16 (13). Date of Electronic Publication: 2026 Jul 02.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101658402 Publication Model: Electronic Cited Medium: Print ISSN: 2075-4418 (Print) Linking ISSN: 20754418 NLM ISO Abbreviation: Diagnostics (Basel) Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Smartphone-Assisted Placido Ring Imaging for K1 Stratification in Keratoconus: A Deep Learning Study.
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  Data: <searchLink fieldCode="AU" term="%22Eroglu+E%22">Eroglu E</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.<br /><searchLink fieldCode="AU" term="%22Tomaras+N%22">Tomaras N</searchLink>; Department of Ophthalmology, University of Illinois Chicago, 1855 W. Taylor Street, Chicago, IL 60612, USA.<br /><searchLink fieldCode="AU" term="%22Pathak+KA%22">Pathak KA</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.<br /><searchLink fieldCode="AU" term="%22Sanchez+J%22">Sanchez J</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.<br /><searchLink fieldCode="AU" term="%22Pinto-Colmenarez+RA%22">Pinto-Colmenarez RA</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.<br /><searchLink fieldCode="AU" term="%22Prieto+JC%22">Prieto JC</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.<br /><searchLink fieldCode="AU" term="%22Dole+L%22">Dole L</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.<br /><searchLink fieldCode="AU" term="%22Erukulla+R%22">Erukulla R</searchLink>; Department of Ophthalmology, University of Illinois Chicago, 1855 W. Taylor Street, Chicago, IL 60612, USA.<br /><searchLink fieldCode="AU" term="%22Maizel+M%22">Maizel M</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.<br /><searchLink fieldCode="AU" term="%22Djalilian+AR%22">Djalilian AR</searchLink>; Department of Ophthalmology, University of Illinois Chicago, 1855 W. Taylor Street, Chicago, IL 60612, USA.<br /><searchLink fieldCode="AU" term="%22Soleimani+M%22">Soleimani M</searchLink>; Department of Ophthalmology, University of North Carolina at Chapel Hill, 2226 Nelson Highway, Chapel Hill, NC 27517, USA.
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  Data: <searchLink fieldCode="JN" term="%22101658402%22">Diagnostics (Basel, Switzerland)</searchLink> [Diagnostics (Basel)] 2026 Jul 02; Vol. 16 (13). <i>Date of Electronic Publication: </i>2026 Jul 02.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101658402 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2075-4418 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220754418%22">20754418 </searchLink><i>NLM ISO Abbreviation: </i>Diagnostics (Basel) <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.3390/diagnostics16132076
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        Text: English
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              Text: 2026 Jul 02
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