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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Hafiz Farooq Ahmad

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Review Open access Sep 2026

Uncertainty-aware ordinal deep learning for automated periapical index assessment on dental radiographs

Automated radiographic assessment of periapical health may support scalable review, but the five-grade Periapical Index (PAI) is ordinal and should not be treated as nominal classification. We present PAI-SegScore as a single-cohort framework developed on DenPAR radiographs with an endodontic expert-verified refere...

Jamil Hussain, M. Ahmed, R. Jouhar et al. · 0 citations

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