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Sophie A. Martin

3 papers hereh-index 211 citations9 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 3 papers where every author was matched, so the position is known.

fields
  • eess.IV2
  • q-bio.QM1
same name
  • Sophie A. Martin — 1 paper, h 2

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20242026
collaborators

3 papers

q-bio.QM2026

Prediction bias in biological ageing models

Yiqun Lin, Ariel Yuhan Ong, Matthew Yu Heng Wong +52

Biological ageing markers have attracted growing interest, with models estimating age from organ imaging or blood biomarkers. An estimated age above chronological age or the age-sp…

eess.IV2025

3D ReX: Causal Explanations in 3D Neuroimaging Classification

Melane Navaratnarajah, Sophie A. Martin, David A. Kelly +2

Explainability remains a significant problem for AI models in medical imaging, making it challenging for clinicians to trust AI-driven predictions. We introduce 3D ReX, the first c…

eess.IV2024

Semi-Supervised Diffusion Model for Brain Age Prediction

Ayodeji Ijishakin, Sophie Martin, Florence Townend +8

Brain age prediction models have succeeded in predicting clinical outcomes in neurodegenerative diseases, but can struggle with tasks involving faster progressing diseases and low…

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