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The Pathologist / Issues / 2026 / January / AI in Pathology Fails Without Pathologists
Technology and innovation Digital and computational pathology Digital Pathology Workforce Trends

AI in Pathology Fails Without Pathologists

Why clinical expertise is essential to computational pathology success

By Jessica Allerton 01/16/2026 Discussion 3 min read
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Objective:

To emphasize the indispensable role of pathologists in shaping AI tools for pathology, ensuring they are clinically relevant and effective.

Key Findings:
  • Pathologists provide essential clinical expertise that ensures AI tools are relevant and usable, as evidenced by successful projects at IMP Diagnostics.
  • Early digital pathology systems lacking pathologist input failed to meet clinical needs, demonstrating the risks of exclusion.
  • Multidisciplinary collaboration enhances the development and effectiveness of computational pathology tools, leading to better clinical outcomes.
  • Barriers to pathologist involvement include slow adoption of digital pathology and inconsistent training opportunities, which hinder effective collaboration.
Interpretation:

Involving pathologists in AI development is crucial for creating tools that genuinely address clinical workflow challenges and significantly improve patient outcomes.

Limitations:
  • Slow adoption of digital pathology in hospitals limits meaningful work in computational pathology, as seen in various case studies.
  • Inconsistent implementation of digital pathology hinders training and engagement of pathology residents, affecting future workforce readiness.
Conclusion:

AI in pathology must be developed with pathologists' input to ensure clinical relevance and effectiveness, emphasizing the need for ongoing collaboration across disciplines.

This content is an AI-generated, fully rewritten summary based on a published scholarly article. It does not reproduce the original text and is not a substitute for the original publication. Readers are encouraged to consult the source for full context, data, and methodology.

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About the Author(s)

Jessica Allerton

Deputy Editor, The Pathologist

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