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Updated: Nov 12, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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The Next Generation of Medical Decision Support: A Roadmap Toward Transparent Expert Companions

Sebastian Bruckert1, Bettina Finzel1, Ute Schmid1

  • 1Cognitive Systems, University of Bamberg, Bamberg, Germany.

Frontiers in Artificial Intelligence
|March 18, 2021
PubMed
Summary

This paper introduces a framework for interpretable artificial intelligence (AI) to build trust in machine learning (ML) diagnostic tools. It focuses on making complex ML models transparent and interactive for medical professionals.

Keywords:
companionexplainable artificial intelligenceinteractive MLinterpretabilitymedical decision supportmedical diagnosistrust

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