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C-PRISM: Complexity-informed profile for research impact and scholarly merit
Sunil Kumar Raina1, Raman Kumar2, Kanica Kaushal3
1Community Medicine, Dr. RP Govt. Medical College, Tanda, Himachal Pradesh, India.
Journal of Family Medicine and Primary Care
|July 15, 2026
Summary
The h-index metric is insufficient for evaluating scholarly work. A new framework, C-PRISM (Complexity-informed Profile for Research Impact and Scholarly Merit), offers a multidimensional assessment of research contributions beyond simple productivity.
Area of Science:
- Bibliometrics and Scientometrics
- Complex Systems Science
- Research Evaluation Methodologies
Background:
- The widely used h-index inadequately represents the multifaceted nature of scholarly contributions.
- Current metrics often conflate research productivity with true impact, neglecting crucial aspects like leadership and integrity.
Purpose of the Study:
- To introduce the Complexity-informed Profile for Research Impact and Scholarly Merit (C-PRISM) framework.
- To re-conceptualize research assessment from a single scalar metric to a multidimensional profile.
- To provide a more comprehensive and context-sensitive evaluation of scholarly merit.
Main Methods:
- Developed C-PRISM, integrating seven measurable dimensions: Leadership, Independence, Influence, Momentum, Depth, Integrity, and Collaboration.
- Applied principles from complex systems thinking for context-sensitive evaluation.
- Utilized standard bibliometric databases for computational feasibility.
Main Results:
- C-PRISM offers a multidimensional profile, moving beyond the limitations of the h-index.
- The framework captures distinct epistemic functions within the research ecosystem.
- Demonstrated C-PRISM's practical application through detailed calculation examples.
Conclusions:
- C-PRISM represents a paradigm shift towards holistic research assessment.
- The framework acknowledges the inherent multidimensionality of scientific impact.
- C-PRISM provides a more nuanced and accurate evaluation for hiring, promotion, and grant reviews.
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