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health//2026-04-09//The Lancet
THE LANCETartif-ARTIF-ARTIF-THE LANCETThe LancetshouldPERS-PERS-DAILYFRAUDMAMMOGRAPHYTOP 66%

AI in mammography reveals systemic gaps in healthcare innovation and equity

Original framing: “[Perspectives] Mammography should include artificial intelligence support” — The Lancet

Coverage Details
Lens coverage2/8 ≥ 70%
The 8 Epistemic Lenses — radar tracks the selected signal
Scientific EvidenceSignal: 80%

Scientific evidence from the MASAI trial supports AI's potential to improve diagnostic accuracy, but the studies often lack diversity in patient populations and do not account for real-world variability in healthcare settings. Rigorous, long-term clinical trials are needed to assess broader impacts.

Cogniosynthesis — Systems-Level Conclusion

The integration of AI into mammography is not merely a technical upgrade but a systemic challenge that intersects with historical patterns of healthcare inequality, cultural perceptions of health, and the power dynamics between technologists and clinicians.

By centering marginalized voices, ensuring equitable data representation, and fostering community-driven innovation, AI can be a tool for health justice rather than a mechanism of exclusion. Lessons from past medical technologies suggest that inclusive, participatory approaches are essential for sustainable and ethical AI adoption.

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