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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Towards evidence-based practice via practice-based evidence: the Italian experience
1Centro Studi e Richerche in Medicina Generale, via Busnelli, 1-36031, Dueville (VI), Italy. visentin@tin.it
Independent research involving general practitioners (GPs) and patients is feasible. The Risk and Prevention Study demonstrates successful enrollment of GPs and patients in cardiovascular research, highlighting the value of accessible research findings.
Area of Science:
- Primary health care research
- Cardiovascular disease prevention
- Family medicine
Background:
- Research is crucial for general practitioners' (GPs) clinical practice and addressing unanswered population health needs.
- Accessible research results empower both GPs and participating patients, fostering a democratic approach to health information.
- Research participation offers a valuable "learning by doing" formative experience for investigators.
Purpose of the Study:
- To detail the collaborative efforts between Centro Studi e Richerche in Medicina Generale and the Mario Negri Institute.
- To showcase the production of observational and experimental research within the family medicine setting, exemplified by the Risk and Prevention Study.
Main Methods:
- The Risk and Prevention Study employed two distinct methodologies.
- An observational design was used to assess the effectiveness of intensive treatment and lifestyle advice for cardiovascular (CV) prevention.
- A randomized controlled trial design investigated the efficacy of n-3 polyunsaturated fatty acids in patients with CV risk.
Main Results:
- The Risk and Prevention trial has recruited 860 Italian GPs and over 12,500 high CV risk patients.
- Patient follow-up is planned for 5 years, with annual GP visits. The first year of follow-up is complete.
- Patient withdrawal rates were low (2.5%), and the prescribed treatments were well-tolerated.
Conclusions:
- Engaging a large number of GPs in research is achievable.
- Independent research designs that clearly address patient needs facilitate successful recruitment and participation.
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