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Updated: Feb 9, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Evolutionary informatics: unifying knowledge about the diversity of life
Cynthia S Parr1, Robert Guralnick, Nico Cellinese
1Encyclopedia of Life, National Museum of Natural History, Smithsonian Institution, PO Box 37012, MRC 106, Washington, DC 20013-7012, USA.
Evolutionary biology data is rapidly expanding but fragmented. A new field, evolutionary informatics, is building an integrated system to organize this data around the Tree of Life for better discovery and research.
Area of Science:
- Evolutionary Biology
- Bioinformatics
- Data Science
Background:
- Exponential growth in evolutionary biology data.
- Current data is scattered, poorly documented, and difficult to integrate.
- Lack of a unified system hinders scientific discovery and knowledge consolidation.
Purpose of the Study:
- To review the emerging field of evolutionary informatics.
- To highlight the need for an integrated system for evolutionary data.
- To discuss the development of conceptual, infrastructural, and community frameworks for this challenge.
Main Methods:
- Review of the field of evolutionary informatics.
- Analysis of data integration challenges in evolutionary biology.
- Discussion of frameworks for a linked system of evolutionary data.
Main Results:
- Evolutionary informatics has matured into a robust discipline.
- Conceptual, infrastructure, and community frameworks are being developed.
- A linked system organizing data around the Tree of Life is a feasible grand challenge.
Conclusions:
- An integrated system for evolutionary data is essential for future research.
- Evolutionary informatics provides the tools and frameworks to achieve this.
- Consolidating data will create a valuable community resource for understanding life's evolution.
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