Related Experiment Video
Updated: Nov 5, 2025

Global and Current Research Trends of Single-Cell Sequencing in Cancer: A Bibliometric and Visualization Study
Published on: April 18, 2025
A Framework to Assess the Citation Performance of Complex Innovation Systems
1Departamento de Administración y Economía, Facultad de Ciencias Jurídicas y Empresariales, Universidad de La Frontera, Temuco, Chile.
Choosing the right scientometric indicators is crucial for evaluating research impact. This framework helps determine when to use standard or scale-invariant metrics for complex innovation systems, ensuring accurate assessment of scientific performance.
Area of Science:
- Bibliometrics and Scientometrics
- Innovation Studies
- Science Policy Evaluation
Background:
- Scientometric indicators are vital for research evaluation, rankings, and policy-making.
- Selecting appropriate indicators is critical for accurate assessment.
- Complex innovation systems require specialized evaluation methods.
Purpose of the Study:
- To introduce a framework for selecting appropriate scientometric indicators for complex innovation systems.
- To provide a methodology for deciding between standard average-based and scale-invariant indicators.
- To offer procedures for constructing scale-invariant indicators to assess relative impact.
Main Methods:
- Development of a two-fold framework for indicator selection.
- Methodology to determine the necessity of scale-invariant indicators.
- Empirical validation using the Chilean science system's 2017 data.
Main Results:
- The Chilean science system exhibits characteristics of a complex innovation system.
- Citation distribution fits a power law with an exponential cutoff.
- A power-law correlation exists between system size and impact.
- The framework efficiently compares fields of varying sizes.
Conclusions:
- The proposed framework effectively guides the selection of scientometric indicators for complex innovation systems.
- Scale-invariant indicators are essential for accurately assessing the relative impact of such systems.
- The framework facilitates robust comparisons across diverse scientific fields.
More Related Videos
Related Concept Videos
Integrated Healthcare System
Control Systems: Applications
In modern vehicles, control systems manage various functions to enhance performance and safety. The steering wheel and accelerator are primary inputs in a car's control system. The...
Impact: Problem Solving
By designating the launch point as the origin and utilizing kinematic equations, the vertical component of the projectile's velocity at the point of impact is...
Complex Power
Complex power is defined as the multiplication of the voltage and the complex conjugate of the current. The magnitude of this power, known as apparent power, is measured in volt-amperes (VA). Notably, the angle of the complex power equates to the...
Classification of Systems-II
Mechanical Systems

