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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

Author

Maria Kudela

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2 papers indexed here

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Preprint Oct 2026

Doubly Robust Estimation and Inference for Longitudinal Win Probabilities with Ordinal Outcomes in Observational Studies

Repeated ordinal outcomes capture how treatment benefits and harms evolve over time. We develop doubly robust estimation and inference for visit-specific win probabilities and their prespecified weighted summaries, with Desirability of Outcome Ranking as a motivating example. Baseline confounding is addressed through a...

Shu-Han Liu, Maria Kudela, Margaret Gamalo et al. · 0 citations
Review Oct 2026

Artificial Intelligence in Pharmaceutical Development: Building Rigorous, Decision-Ready Evidence

Artificial intelligence (AI) and machine learning (ML) are reshaping the pharmaceutical lifecycle, from discovery and clinical development through manufacturing and regulatory review to safety surveillance and health economics, creating evidentiary challenges that predictive performance alone cannot address. This revie...

Xin Luo, Margaret Gamalo, Achilleas Livieratos et al. · 0 citations

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