Specialized curricula for training vision language models in retinal image analysis.

Bibliographic Details
Published in:NPJ Digital Medicine Vol. 8; no. 1; pp. 1 - 19
Main Authors: Holland, Robbie, Taylor, Thomas R. P., Holmes, Christopher, Riedl, Sophie, Mai, Julia, Patsiamanidi, Maria, Mitsopoulou, Dimitra, Hager, Paul, Müller, Philip, Paetzold, Johannes C., Scholl, Hendrik P. N., Bogunović, Hrvoje, Schmidt-Erfurth, Ursula, Rueckert, Daniel, Sivaprasad, Sobha, Lotery, Andrew J., Menten, Martin J., Prevost, Toby, Fritsche, Lars, Pfau, Kristina
Format: diagnostic images pictorial research tables/charts Journal Article
Published: Springer Nature 8/19/2025
Online Access:View this record in EBSCOhost
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      dt: 8/19/2025
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      pub: Springer Nature
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        10.1038/s41746-025-01893-8
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        atl: Specialized curricula for training vision language models in retinal image analysis.
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          Holland, Robbie
          Taylor, Thomas R. P.
          Holmes, Christopher
          Riedl, Sophie
          Mai, Julia
          Patsiamanidi, Maria
          Mitsopoulou, Dimitra
          Hager, Paul
          Müller, Philip
          Paetzold, Johannes C.
          Scholl, Hendrik P. N.
          Bogunović, Hrvoje
          Schmidt-Erfurth, Ursula
          Rueckert, Daniel
          Sivaprasad, Sobha
          Lotery, Andrew J.
          Menten, Martin J.
          Prevost, Toby
          Fritsche, Lars
          Pfau, Kristina
        affil: https://ror.org/041kmwe10 Biomedical Image Analysis, Department of Computing, Imperial College London, London, United Kingdom
      sug:
        subj:
          Artificial Intelligence, Generative
          Prediction Models Education
          Retina Radiography
          Image Processing, Computer Assisted Methods
          Natural Language Processing Education
          Curriculum Development
          Task Performance and Analysis
          Macular Degeneration Therapy
          Ophthalmology Education
          Health Care Delivery
          Human
          Male
          Female
          Aged
          Aged, 80 and Over
          England
          Retrospective Design
          Record Review
          Prospective Studies
          Retina Abnormalities
          Tomography, Optical Coherence Methods
          Ophthalmologists Psychosocial Factors
          Deep Learning Methods
          Algorithms
          Workload
          Writing
          Referral and Consultation
          Decision Making, Clinical
          Hospital Units
          Quality Improvement
          Biological Markers Analysis
          Language
          Descriptive Statistics
          Comparative Studies
          Summated Rating Scaling
          Visual Acuity Evaluation
          Aged: 65+ years
          Aged, 80 & over
          Male
          Female
      pubtype: Academic Journal
      doctype:
        diagnostic images
        pictorial
        research
        tables/charts
        Journal Article
      ougenre: Article
      ab:
    language: English
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