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References (25)

[1]

DIST-CLIP: Arbitrary Metadata and Image Guided MRI Harmonization via Disentangled Anatomy-Contrast Representations

2025Mehmet Yigit Avci, Pedro Borges et al.

[2]

Metadata-Aligned 3D MRI Representations for Contrast Understanding and Quality Control

2025Mehmet Yigit Avci, Pedro Borges et al.

[3]

Investigating Demographic Bias in Brain MRI Segmentation: A Comparative Study of Deep-Learning and Non-Deep-Learning Methods

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"Develop a tool for disentangling anatomical and contrast features in brain MRI to reduce bias in AI-based demographic predictions."

Medical AI•Score: 5•View PDF ↗

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Understanding Sources of Demographic Predictability in Brain MRI via Disentangling Anatomy and Contrast

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References (25)

Founder's Pitch

"Develop a tool for disentangling anatomical and contrast features in brain MRI to reduce bias in AI-based demographic predictions."

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Understanding Sources of Demographic Predictability in Brain MRI via Disentangling Anatomy and Contrast

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References (25)

Founder's Pitch

"Develop a tool for disentangling anatomical and contrast features in brain MRI to reduce bias in AI-based demographic predictions."

Commercial Viability Breakdown

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