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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Yasuhiro Tsuji

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Review Sep 2026

Paradigm shift in the management of drug development projects: artificial-intelligence-enabled parallel scenario execution for managing uncertainty.

Artificial intelligence (AI) is transforming project management beyond efficiency gains by enabling parallel scenario execution, in which multiple outcome-contingent deliverables are prepared before key uncertainty-resolving events and rapidly converged once results are revealed. By extending set-based concurrent engin...

S. Tsuchiwata, M. Ishii, Takahiko Aoyama et al. · 0 citations

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