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Optimized Artificial Intelligence for Enhanced Ectasia Detection Using Scheimpflug-Based Corneal Tomography and Biomechanical Data.

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Title: Optimized Artificial Intelligence for Enhanced Ectasia Detection Using Scheimpflug-Based Corneal Tomography and Biomechanical Data.
Authors: Ambrósio R Jr; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA. Electronic address: dr.renatoambrosio@gmail.com., Machado AP; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; Instituto de Computação, Federal University of Alagoas, Maceio, Brazil., Leão E; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; Computing Institute, Federal University of Alagoas, Brazil., Lyra JMG; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; Universidade Estadual de Ciências da Saúde de Alagoas (UNCISAL), Maceio, Alagoas, Brazil., Salomão MQ; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil., Esporcatte LGP; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil., da Fonseca Filho JBR; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil., Ferreira-Meneses E; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil., Sena NB Jr; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil., Haddad JS; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil., Costa Neto A; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil., de Almeida GC Jr; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil., Roberts CJ; Department of Ophthalmology & Visual Sciences, Department of Biomedical Engineering, the Ohio State University, Columbus, Ohio, USA., Elsheikh A; The School of Engineering, University of Liverpool, Liverpool, United Kingdom; Beijing Advanced Innovation Center for Biomedical Engineering, Beihang University, Beijing, China; NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, United Kingdom., Vinciguerra R; The School of Engineering, University of Liverpool, Liverpool, United Kingdom; Humanitas San Pio X Hospital, Milano, Italy., Vinciguerra P; Department of Biomedical Sciences, Humanitas University, Milan, Italy; Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy., Bühren J; Praxis für Augenheilkunde Prof. Bühren, Germany; Department of Ophthalmology, Goethe University Frankfurt, Frankfurt am Main, Germany., Kohnen T; Department of Ophthalmology, Goethe University Frankfurt, Frankfurt am Main, Germany., Kezirian GM; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA; SurgiVision® Consultants, Inc, Scottsdale, Arizona, USA., Hafezi F; ELZA Institute, Dietikon, Swisstzerland; Center for Applied Biotechnology and Molecular Medicine, University of Zurich, Zurich, Switzerland; USC Roski Eye Institute, Miller School of Medicine; Los Angeles, California, USA; School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China; Light for Sight Foundation, Dietikon., Hafezi NL; ELZA Institute, Dietikon, Swisstzerland; Center for Applied Biotechnology and Molecular Medicine, University of Zurich, Zurich, Switzerland; Faculty of Medicine and Health Sciences, University of Antwerp, Wilrijk, Belgium; Light for Sight Foundation, Dietikon., Torres-Netto EA; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; ELZA Institute, Dietikon, Swisstzerland; Light for Sight Foundation, Dietikon., Lu N; Faculty of Medicine and Health Sciences, University of Antwerp, Wilrijk, Belgium; Department of Ophthalmology, Antwerp University Hospital, Edegem, Belgium; Emmetropia Mediterranean Eye Institute, Heraklion, Greece; Light for Sight Foundation, Dietikon., Kang DSY; Eyereum Eye Clinic, Seoul, South Korea., Kermani O; Augenklinik am Neumarkt, Cologne, Germany., Koh S; Department of Ophthalmology, Osaka University Graduate School of Medicine, Osaka, Japan., Padmanabhan P; Department of Cornea and Refractive Surgery, Medical Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India., Taneri S; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA; Center for Refractive Surgery Muenster, Muenster; University Eye-Clinic, Ruhr-University, Bochum, Germany., Trattler W; Center for Excellence in Eye Care, Miami, Florida, USA., Gualdi L; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Diagnostica Oftalmologica e Microchirurgia Oculare (DOMA), Rome, Italy., Salgado-Borges J; Clinica J. Salgado-Borges, Porto., Faria-Correia F; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Hospital de Braga; Life and Health Sciences Research Institute (ICVS), Escola de Medicina, Universidade do Minho, Braga, Portugal., Flockerzi E; Department of Ophthalmology, Saarland University Medical Center, Homburg, Germany., Seitz B; Department of Ophthalmology, Saarland University Medical Center, Homburg, Germany., Jhanji V; Department of Ophthalmology and Visual Sciences, the Chinese University of Hong Kong, Hong Kong SAR, China; Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA., Chan TCY; Department of Ophthalmology and Visual Sciences, the Chinese University of Hong Kong, Hong Kong SAR, China., Baptista PM; Ophthalmology Department, Centro Hospitalar Universitário do Porto, Porto, Portugal., Reinstein DZ; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA; Reinstein Vision, London Vision Clinic, London, United Kingdom; Columbia University Medical Center, New York, New York, USA; Sorbonne Université, Paris, France; Biomedical Science Research Institute, Ulster University, Coleraine, United Kingdom., Archer TJ; Reinstein Vision, London Vision Clinic, London, United Kingdom., Rocha KM; Storm Eye Institute, Medical University of South Carolina, Charleston., Waring GO 4th; Waring Vision Institute, Mount Pleasant., Krueger RR; South Carolina, Stanley M. Truhlsen Eye Institute, Department of Ophthalmology and Visual Sciences, University of Nebraska Medical Center, Omaha, Nebraska., Dupps WJ; Cole Eye Institute, Cleveland Clinic; Department of Biomedical Engineering, Lerner Research Institute; Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA., Khoramnia R; The David J. Apple International Laboratory for Ocular Pathology, Department of Ophthalmology, University of Heidelberg, Heidelberg, Germany., Hashemi H; Noor Ophthalmology Research Center, Noor Eye Hospital, Tehran, Iran., Asgari S; Noor Ophthalmology Research Center, Noor Eye Hospital, Tehran, Iran., Momeni-Moghaddam H; Rehabilitation Sciences Research Center, Zahedan University of Medical Sciences, Zahedan, Iran., Zarei-Ghanavati S; Eye Research Center, Mashhad University of Medical Sciences, Mashhad, Iran., Shetty R; Department of Cornea and Refractive Surgery, Narayana Nethralaya, Bangalore, India., Khamar P; Department of Cornea and Refractive Surgery, Narayana Nethralaya, Bangalore, India., Belin MW; Department of Ophthalmology & Vision Science, University of Arizona, Tucson, Arizona, USA., Lopes BT; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; The School of Engineering, University of Liverpool, Liverpool, United Kingdom.
Source: American journal of ophthalmology [Am J Ophthalmol] 2023 Jul; Vol. 251, pp. 126-142. Date of Electronic Publication: 2022 Dec 19.
Publication Type: Multicenter Study; Journal Article
Journal Info: Publisher: Elsevier Science Country of Publication: United States NLM ID: 0370500 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-1891 (Electronic) Linking ISSN: 00029394 NLM ISO Abbreviation: Am J Ophthalmol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Optimized Artificial Intelligence for Enhanced Ectasia Detection Using Scheimpflug-Based Corneal Tomography and Biomechanical Data.
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  Data: <searchLink fieldCode="AU" term="%22Ambrósio+R+Jr%22">Ambrósio R Jr</searchLink>; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA. Electronic address: dr.renatoambrosio@gmail.com.<br /><searchLink fieldCode="AU" term="%22Machado+AP%22">Machado AP</searchLink>; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; Instituto de Computação, Federal University of Alagoas, Maceio, Brazil.<br /><searchLink fieldCode="AU" term="%22Leão+E%22">Leão E</searchLink>; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; Computing Institute, Federal University of Alagoas, Brazil.<br /><searchLink fieldCode="AU" term="%22Lyra+JMG%22">Lyra JMG</searchLink>; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; Universidade Estadual de Ciências da Saúde de Alagoas (UNCISAL), Maceio, Alagoas, Brazil.<br /><searchLink fieldCode="AU" term="%22Salomão+MQ%22">Salomão MQ</searchLink>; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil.<br /><searchLink fieldCode="AU" term="%22Esporcatte+LGP%22">Esporcatte LGP</searchLink>; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil.<br /><searchLink fieldCode="AU" term="%22da+Fonseca+Filho+JBR%22">da Fonseca Filho JBR</searchLink>; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil.<br /><searchLink fieldCode="AU" term="%22Ferreira-Meneses+E%22">Ferreira-Meneses E</searchLink>; From the Department of Ophthalmology, the Federal University of the State of Rio de Janeiro, Brazil; 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Department of Ophthalmology & Visual Sciences, Department of Biomedical Engineering, the Ohio State University, Columbus, Ohio, USA.<br /><searchLink fieldCode="AU" term="%22Elsheikh+A%22">Elsheikh A</searchLink>; The School of Engineering, University of Liverpool, Liverpool, United Kingdom; Beijing Advanced Innovation Center for Biomedical Engineering, Beihang University, Beijing, China; NIHR Biomedical Research Centre for Ophthalmology, Moorfields Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Vinciguerra+R%22">Vinciguerra R</searchLink>; The School of Engineering, University of Liverpool, Liverpool, United Kingdom; Humanitas San Pio X Hospital, Milano, Italy.<br /><searchLink fieldCode="AU" term="%22Vinciguerra+P%22">Vinciguerra P</searchLink>; Department of Biomedical Sciences, Humanitas University, Milan, Italy; Humanitas Clinical and Research Center-IRCCS, Rozzano, Italy.<br /><searchLink fieldCode="AU" term="%22Bühren+J%22">Bühren J</searchLink>; Praxis für Augenheilkunde Prof. Bühren, Germany; Department of Ophthalmology, Goethe University Frankfurt, Frankfurt am Main, Germany.<br /><searchLink fieldCode="AU" term="%22Kohnen+T%22">Kohnen T</searchLink>; Department of Ophthalmology, Goethe University Frankfurt, Frankfurt am Main, Germany.<br /><searchLink fieldCode="AU" term="%22Kezirian+GM%22">Kezirian GM</searchLink>; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA; SurgiVision® Consultants, Inc, Scottsdale, Arizona, USA.<br /><searchLink fieldCode="AU" term="%22Hafezi+F%22">Hafezi F</searchLink>; ELZA Institute, Dietikon, Swisstzerland; Center for Applied Biotechnology and Molecular Medicine, University of Zurich, Zurich, Switzerland; USC Roski Eye Institute, Miller School of Medicine; Los Angeles, California, USA; School of Ophthalmology and Optometry, Wenzhou Medical University, Wenzhou, China; Light for Sight Foundation, Dietikon.<br /><searchLink fieldCode="AU" term="%22Hafezi+NL%22">Hafezi NL</searchLink>; ELZA Institute, Dietikon, Swisstzerland; Center for Applied Biotechnology and Molecular Medicine, University of Zurich, Zurich, Switzerland; Faculty of Medicine and Health Sciences, University of Antwerp, Wilrijk, Belgium; Light for Sight Foundation, Dietikon.<br /><searchLink fieldCode="AU" term="%22Torres-Netto+EA%22">Torres-Netto EA</searchLink>; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; ELZA Institute, Dietikon, Swisstzerland; Light for Sight Foundation, Dietikon.<br /><searchLink fieldCode="AU" term="%22Lu+N%22">Lu N</searchLink>; Faculty of Medicine and Health Sciences, University of Antwerp, Wilrijk, Belgium; Department of Ophthalmology, Antwerp University Hospital, Edegem, Belgium; Emmetropia Mediterranean Eye Institute, Heraklion, Greece; Light for Sight Foundation, Dietikon.<br /><searchLink fieldCode="AU" term="%22Kang+DSY%22">Kang DSY</searchLink>; Eyereum Eye Clinic, Seoul, South Korea.<br /><searchLink fieldCode="AU" term="%22Kermani+O%22">Kermani O</searchLink>; Augenklinik am Neumarkt, Cologne, Germany.<br /><searchLink fieldCode="AU" term="%22Koh+S%22">Koh S</searchLink>; Department of Ophthalmology, Osaka University Graduate School of Medicine, Osaka, Japan.<br /><searchLink fieldCode="AU" term="%22Padmanabhan+P%22">Padmanabhan P</searchLink>; Department of Cornea and Refractive Surgery, Medical Research Foundation, Sankara Nethralaya, Chennai, Tamil Nadu, India.<br /><searchLink fieldCode="AU" term="%22Taneri+S%22">Taneri S</searchLink>; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA; Center for Refractive Surgery Muenster, Muenster; University Eye-Clinic, Ruhr-University, Bochum, Germany.<br /><searchLink fieldCode="AU" term="%22Trattler+W%22">Trattler W</searchLink>; Center for Excellence in Eye Care, Miami, Florida, USA.<br /><searchLink fieldCode="AU" term="%22Gualdi+L%22">Gualdi L</searchLink>; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Diagnostica Oftalmologica e Microchirurgia Oculare (DOMA), Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Salgado-Borges+J%22">Salgado-Borges J</searchLink>; Clinica J. Salgado-Borges, Porto.<br /><searchLink fieldCode="AU" term="%22Faria-Correia+F%22">Faria-Correia F</searchLink>; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Hospital de Braga; Life and Health Sciences Research Institute (ICVS), Escola de Medicina, Universidade do Minho, Braga, Portugal.<br /><searchLink fieldCode="AU" term="%22Flockerzi+E%22">Flockerzi E</searchLink>; Department of Ophthalmology, Saarland University Medical Center, Homburg, Germany.<br /><searchLink fieldCode="AU" term="%22Seitz+B%22">Seitz B</searchLink>; Department of Ophthalmology, Saarland University Medical Center, Homburg, Germany.<br /><searchLink fieldCode="AU" term="%22Jhanji+V%22">Jhanji V</searchLink>; Department of Ophthalmology and Visual Sciences, the Chinese University of Hong Kong, Hong Kong SAR, China; Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.<br /><searchLink fieldCode="AU" term="%22Chan+TCY%22">Chan TCY</searchLink>; Department of Ophthalmology and Visual Sciences, the Chinese University of Hong Kong, Hong Kong SAR, China.<br /><searchLink fieldCode="AU" term="%22Baptista+PM%22">Baptista PM</searchLink>; Ophthalmology Department, Centro Hospitalar Universitário do Porto, Porto, Portugal.<br /><searchLink fieldCode="AU" term="%22Reinstein+DZ%22">Reinstein DZ</searchLink>; World College of Refractive Surgery & Visual Sciences, Scottsdale, Arizona, USA; Reinstein Vision, London Vision Clinic, London, United Kingdom; Columbia University Medical Center, New York, New York, USA; Sorbonne Université, Paris, France; Biomedical Science Research Institute, Ulster University, Coleraine, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Archer+TJ%22">Archer TJ</searchLink>; Reinstein Vision, London Vision Clinic, London, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Rocha+KM%22">Rocha KM</searchLink>; Storm Eye Institute, Medical University of South Carolina, Charleston.<br /><searchLink fieldCode="AU" term="%22Waring+GO+4th%22">Waring GO 4th</searchLink>; Waring Vision Institute, Mount Pleasant.<br /><searchLink fieldCode="AU" term="%22Krueger+RR%22">Krueger RR</searchLink>; South Carolina, Stanley M. Truhlsen Eye Institute, Department of Ophthalmology and Visual Sciences, University of Nebraska Medical Center, Omaha, Nebraska.<br /><searchLink fieldCode="AU" term="%22Dupps+WJ%22">Dupps WJ</searchLink>; Cole Eye Institute, Cleveland Clinic; Department of Biomedical Engineering, Lerner Research Institute; Department of Biomedical Engineering, Case Western Reserve University, Cleveland, Ohio, USA.<br /><searchLink fieldCode="AU" term="%22Khoramnia+R%22">Khoramnia R</searchLink>; The David J. Apple International Laboratory for Ocular Pathology, Department of Ophthalmology, University of Heidelberg, Heidelberg, Germany.<br /><searchLink fieldCode="AU" term="%22Hashemi+H%22">Hashemi H</searchLink>; Noor Ophthalmology Research Center, Noor Eye Hospital, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Asgari+S%22">Asgari S</searchLink>; Noor Ophthalmology Research Center, Noor Eye Hospital, Tehran, Iran.<br /><searchLink fieldCode="AU" term="%22Momeni-Moghaddam+H%22">Momeni-Moghaddam H</searchLink>; Rehabilitation Sciences Research Center, Zahedan University of Medical Sciences, Zahedan, Iran.<br /><searchLink fieldCode="AU" term="%22Zarei-Ghanavati+S%22">Zarei-Ghanavati S</searchLink>; Eye Research Center, Mashhad University of Medical Sciences, Mashhad, Iran.<br /><searchLink fieldCode="AU" term="%22Shetty+R%22">Shetty R</searchLink>; Department of Cornea and Refractive Surgery, Narayana Nethralaya, Bangalore, India.<br /><searchLink fieldCode="AU" term="%22Khamar+P%22">Khamar P</searchLink>; Department of Cornea and Refractive Surgery, Narayana Nethralaya, Bangalore, India.<br /><searchLink fieldCode="AU" term="%22Belin+MW%22">Belin MW</searchLink>; Department of Ophthalmology & Vision Science, University of Arizona, Tucson, Arizona, USA.<br /><searchLink fieldCode="AU" term="%22Lopes+BT%22">Lopes BT</searchLink>; Rio de Janeiro Corneal Tomography and Biomechanics Study Group, Rio de Janeiro, Brazil; Department of Ophthalmology, Federal University of São Paulo, São Paulo, Brazil; Brazilian Artificial Intelligence Networking in Medicine (BrAIN), Maceio and Rio de Janeiro, Brazil; The School of Engineering, University of Liverpool, Liverpool, United Kingdom.
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          Dates:
            – D: 01
              M: 07
              Text: 2023 Jul
              Type: published
              Y: 2023
          Identifiers:
            – Type: issn-electronic
              Value: 1879-1891
          Numbering:
            – Type: volume
              Value: 251
          Titles:
            – TitleFull: American journal of ophthalmology
              Type: main
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