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Bias-constrained multimodal intelligence for equitable and reliable clinical AI

2026-04-22

Abstract excerpt

<title>Abstract</title> <p> The integration of medical imaging and clinical text <sup>1,2</sup> has enabled the emergence of generalist artificial intelligence (AI) systems for healthcare <sup>3,4</sup> . However, pervasive biases, such as imbalanced disease prevalence, skewed anatomical region distributions, heterogeneous imaging protocols, and demographic disparities, pose significant challenges to the fai...

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Literature Corpus work
b33a461d-5a05-5c63-807b-acce49bbb48c
DOI
10.21203/rs.3.rs-9447370/v1
Open publication

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Bias-constrained multimodal intelligence for equitable and reliable clinical AIDOI 10.21203/rs.3.rs-9447370/v1
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