\documentclass{midl} % Include author names

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\jmlryear{2025}
\jmlrworkshop{Full Paper -- MIDL 2025}
\jmlrvolume{-- nnn}
\editors{Accepted for publication at MIDL 2025}

\title[Visual Acuity Prediction with Multimodal DL]{Enhancing Post-Treatment Visual Acuity Prediction with Multimodal Deep Learning on Small-scale Clinical and OCT Datasets}

% Authors with different addresses maintained as in original
\midlauthor{\Name{Matthew Anderson\nametag{$^{1}$}} \Email{m.anderson10@newcastle.ac.uk}\\
\Name{Veronica Corona\nametag{$^{2}$}} \Email{veronica.corona@roche.com}\\
\Name{Agnieszka Stankiewicz\nametag{$^{1,3}$}} \Email{agnieszka.stankiewicz@newcastle.ac.uk}\\
\Name{Maged Habib\nametag{$^{4,5}$}} \Email{maged.habib2@nhs.net}\\
\Name{David H. Steel\nametag{$^{4,5}$}} \Email{david.steel@newcastle.ac.uk}\\
\Name{Boguslaw Obara\nametag{$^{1,4}$}} \Email{boguslaw.obara@newcastle.ac.uk}\\
\addr $^{1}$ School of Computing, Newcastle University, United Kingdom. \\
\addr $^{2}$ Roche Products Limited, Welwyn Garden City, United Kingdom. \\
\addr $^{3}$ Institute of Automatic Control and Robotics, Poznan University of Technology, Poland. \\
\addr $^{4}$ Biosciences Institute, Newcastle University, United Kingdom. \\
\addr $^{5}$ Sunderland Eye Infirmary, National Health Service, Sunderland, United Kingdom. \\
}

\begin{document}

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% Abstract
\begin{abstract}
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\begin{keywords}
Deep Learning, Multimodal Learning, Visual Acuity, Optical Coherence Tomography (OCT), Diabetic Macular Edema
\end{keywords}

% Introduction
\section{Introduction}
\subfile{sections/introduction}

% Methods
\section{Materials}
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% Methods
\section{Methods}
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% Results
\section{Results}
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% Discussion
\section{Discussion}
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% Conclusion
\section{Conclusion}
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\clearpage  % Acknowledgements, references, and appendix do not count toward the page limit (if any)

% Availability
\section*{Code and Data Availability}
\subfile{sections/availability}

% Acknowledgments
\midlacknowledgments{This work was supported by the Engineering and Physical Sciences Research Council (EPSRC) and industrial partners of the Centre for Doctoral Training in Cloud Computing for Big Data (EP/L015358/1). It was further facilitated through a collaborative working agreement between Roche Products Limited, The University of Newcastle Upon Tyne, and South Tyneside and Sunderland NHS Foundation Trust. M-GB-00021023 | December 2024.}

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% Appendix
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\appendix
\subfile{sections/appendix}
\end{document}