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Spotlight on AI and Healthcare: From Imaging to Immunity

2026·0 Zitationen·Journal of Science Humanities and Arts - JOSHAOpen Access
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6

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2026

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Abstract

This edition of the Spotlights brings together six curated reads mapping how computation and policy are reshaping medicine: from the pixel to the population.MetaSeg shows how meta-learned implicit neural representations can segment 2D/3D MRI with U-Net-level accuracy using ~90% fewer parameters, pointing to lighter models for routine 3D analysis.In parallel, AI protein-design pipelines promise rapid iteration, generating biomolecules with potential antimicrobial and anticancer applications while lowering barriers through tool sharing.At the immune interface, mRNA-encoded nanoparticle vaccination activates and matures HIV broadly neutralizing antibody precursors in humans, advancing germline-targeting vaccine strategy.Beyond the bench, the collection also probes the systems that determine whether innovation reaches patients-how corporatization reshapes care, how funding shocks can stall research momentum, and why prevention may hinge on clonal competition and inflammation control.josha.org

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Immune responses and vaccinationsArtificial Intelligence in Healthcare and Educationvaccines and immunoinformatics approaches
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