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Updated: Oct 12, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Rewriting results sections in the language of evidence
Stefanie Muff1, Erlend B Nilsen2, Robert B O'Hara1
1Department of Mathematical Sciences, Norwegian University of Science and Technology NTNU, 7491 Trondheim, Norway; Centre for Biodiversity Dynamics, Norwegian University of Science and Technology NTNU, 7491 Trondheim, Norway.
Abstract:
Despite much criticism, black-or-white null-hypothesis significance testing with an arbitrary P-value cutoff still is the standard way to report scientific findings. One obstacle to progress is likely a lack of knowledge about suitable alternatives. Here, we suggest language of evidence that allows for a more nuanced approach to communicate scientific findings as a simple and intuitive alternative to statistical significance testing. We provide examples for rewriting results sections in research papers accordingly. Language of evidence has previously been suggested in medical statistics, and it is consistent with reporting approaches of international research networks, like the Intergovernmental Panel on Climate Change, for example. Instead of re-inventing the wheel, ecology and evolution might benefit from adopting some of the 'good practices' that exist in other fields.
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