Related Experiment Video
Updated: May 5, 2026

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
When is evidence sufficient for decision-making? A framework for understanding the pace of evidence adoption
Robert W Dubois1, Michael Lauer, Eleanor Perfetto
1National Pharmaceutical Council, 1717 Pennsylvania Avenue, NW, Suite 800, Washington, DC 20006, USA. rdubois@npcnow.org.
Abstract:
Translation of medical evidence into practice has not kept pace with the growth of medical technology and knowledge. We present three case studies--statins, drug eluting stents and bone marrow transplantation for breast cancer--to propose a framework for describing five factors that may influence the rate of adoption. The factors are: validity, reliability and maturity of the science available before widespread adoption; communication of the science; economic drivers; patients' and physicians' ability to apply published scientific findings to their specific clinical needs; and incorporation into practice guidelines.
Related Concept Videos
The Evidence for Evolution
Social Proof
The Availability Heuristic
Decision Making: P-value Method
First, a specific claim about the population parameter is proposed. The claim is based on the research question and is stated in a simple form. Further, an opposing statement to the claim is also stated. These statements can act as null and alternative hypotheses: a null hypothesis would be a neutral statement while the alternative hypothesis can...
Impact of Pharmacokinetic–Pharmacodynamic Models: Regulatory Decisions
Routes of Persuasion