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Human selection bias drives the linear nature of the more ground truth effect in explainable deep learning optical coherence tomography image segmentation.

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Title: Human selection bias drives the linear nature of the more ground truth effect in explainable deep learning optical coherence tomography image segmentation.
Authors: Maloca PM; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Moorfields Eye Hospital NHS Foundation Trust, London, UK., Pfau M; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Department of Ophthalmology, University of Bonn, Bonn, Germany., Janeschitz-Kriegl L; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland., Reich M; Eye Center, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany., Goerdt L; Department of Ophthalmology, University of Bonn, Bonn, Germany., Holz FG; Department of Ophthalmology, University of Bonn, Bonn, Germany., Müller PL; Moorfields Eye Hospital NHS Foundation Trust, London, UK.; Department of Ophthalmology, University of Bonn, Bonn, Germany.; Makula Center, Suedblick Eye Centers, Augsburg, Germany., Valmaggia P; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Moorfields Eye Hospital NHS Foundation Trust, London, UK., Fasler K; Department of Ophthalmology, University Hospital Zurich, University of Zurich, Zurich, Switzerland., Keane PA; Moorfields Eye Hospital NHS Foundation Trust, London, UK., Zarranz-Ventura J; Hospital Clínic of Barcelona, University of Barcelona, Barcelona, Spain., Zweifel S; Department of Ophthalmology, University Hospital Zurich, University of Zurich, Zurich, Switzerland., Wiesendanger J; Supercomputing Systems, Zurich, Switzerland., Kaiser P; Supercomputing Systems, Zurich, Switzerland., Enz TJ; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland., Rothenbuehler SP; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland., Hasler PW; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland., Juedes M; Pharma Research and Early Development (pRED), Pharmaceutical Sciences (PS), Roche, Innovation Center Basel, Basel, Switzerland., Freichel C; Pharma Research and Early Development (pRED), Pharmaceutical Sciences (PS), Roche, Innovation Center Basel, Basel, Switzerland., Egan C; Moorfields Eye Hospital NHS Foundation Trust, London, UK., Tufail A; Moorfields Eye Hospital NHS Foundation Trust, London, UK., Scholl HPN; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland., Denk N; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Pharma Research and Early Development (pRED), Pharmaceutical Sciences (PS), Roche, Innovation Center Basel, Basel, Switzerland.
Source: Journal of biophotonics [J Biophotonics] 2024 Feb; Vol. 17 (2), pp. e202300274. Date of Electronic Publication: 2023 Nov 08.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Wiley-VCH Country of Publication: Germany NLM ID: 101318567 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1864-0648 (Electronic) Linking ISSN: 1864063X NLM ISO Abbreviation: J Biophotonics Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Human selection bias drives the linear nature of the more ground truth effect in explainable deep learning optical coherence tomography image segmentation.
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  Data: <searchLink fieldCode="AU" term="%22Maloca+PM%22">Maloca PM</searchLink>; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Moorfields Eye Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Pfau+M%22">Pfau M</searchLink>; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Department of Ophthalmology, University of Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Janeschitz-Kriegl+L%22">Janeschitz-Kriegl L</searchLink>; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Reich+M%22">Reich M</searchLink>; Eye Center, Medical Center-University of Freiburg, Faculty of Medicine, University of Freiburg, Freiburg, Germany.<br /><searchLink fieldCode="AU" term="%22Goerdt+L%22">Goerdt L</searchLink>; Department of Ophthalmology, University of Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Holz+FG%22">Holz FG</searchLink>; Department of Ophthalmology, University of Bonn, Bonn, Germany.<br /><searchLink fieldCode="AU" term="%22Müller+PL%22">Müller PL</searchLink>; Moorfields Eye Hospital NHS Foundation Trust, London, UK.; Department of Ophthalmology, University of Bonn, Bonn, Germany.; Makula Center, Suedblick Eye Centers, Augsburg, Germany.<br /><searchLink fieldCode="AU" term="%22Valmaggia+P%22">Valmaggia P</searchLink>; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Moorfields Eye Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Fasler+K%22">Fasler K</searchLink>; Department of Ophthalmology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Keane+PA%22">Keane PA</searchLink>; Moorfields Eye Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Zarranz-Ventura+J%22">Zarranz-Ventura J</searchLink>; Hospital Clínic of Barcelona, University of Barcelona, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Zweifel+S%22">Zweifel S</searchLink>; Department of Ophthalmology, University Hospital Zurich, University of Zurich, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Wiesendanger+J%22">Wiesendanger J</searchLink>; Supercomputing Systems, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Kaiser+P%22">Kaiser P</searchLink>; Supercomputing Systems, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Enz+TJ%22">Enz TJ</searchLink>; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Rothenbuehler+SP%22">Rothenbuehler SP</searchLink>; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Hasler+PW%22">Hasler PW</searchLink>; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Juedes+M%22">Juedes M</searchLink>; Pharma Research and Early Development (pRED), Pharmaceutical Sciences (PS), Roche, Innovation Center Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Freichel+C%22">Freichel C</searchLink>; Pharma Research and Early Development (pRED), Pharmaceutical Sciences (PS), Roche, Innovation Center Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Egan+C%22">Egan C</searchLink>; Moorfields Eye Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Tufail+A%22">Tufail A</searchLink>; Moorfields Eye Hospital NHS Foundation Trust, London, UK.<br /><searchLink fieldCode="AU" term="%22Scholl+HPN%22">Scholl HPN</searchLink>; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.<br /><searchLink fieldCode="AU" term="%22Denk+N%22">Denk N</searchLink>; Institute of Molecular and Clinical Ophthalmology Basel (IOB), Basel, Switzerland.; Department of Ophthalmology, University Hospital Basel, Basel, Switzerland.; Pharma Research and Early Development (pRED), Pharmaceutical Sciences (PS), Roche, Innovation Center Basel, Basel, Switzerland.
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  Data: <searchLink fieldCode="JN" term="%22101318567%22">Journal of biophotonics</searchLink> [J Biophotonics] 2024 Feb; Vol. 17 (2), pp. e202300274. <i>Date of Electronic Publication: </i>2023 Nov 08.
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