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Updated: Mar 31, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Accelerating medicines to patients: A Bayesian quantitative evidence-based decision-making framework with interim
Yihua Gu1, Ziqian Geng1, Tianyu Zhan1
1AbbVie, USA.
Abstract:
Proof of Concept (POC) trials should be designed to inform a drug's targeted benefit-risk profile and ability to fulfill unmet medical needs, rather than simply achieving statistical significance. Pulkstenis et al. [1] proposed a unified Bayesian framework for decision-making in Proof of Concept (POC) trials to weigh evidence regarding a dual-level Target Product Profile (TPP). To accelerate decision-making while evidence is still emerging from a Phase 2 trial, we generalize this framework by incorporating interim monitoring leveraging predictive probability. An accelerated Go-decision can be achieved to initiate Phase 3 studies earlier if sufficiently promising results are observed, while an early No-Go or wait decision can be made when supporting evidence indictates. Practical guidance for implementing the approach is demonstrated by simulation studies of binary and continuous endpoints.
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