Related Experiment Video
Updated: May 25, 2025

Author Spotlight: Addressing Technical and Subjective Challenges in Measuring Classroom Attention
Published on: December 15, 2023
Artificial Intelligence Research Receives Similar Online Attention but Increased Citation Rates Compared With Control
Evan M Polce1, Cory J Call2, Tessa C Griffin3
1Department of Orthopedic Surgery, Atrium Health Carolinas Medical Center, Charlotte, North Carolina, U.S.A..
Artificial intelligence (AI) research in orthopaedic surgery receives significantly more citations but not more social media attention than non-AI research. Familiarity with AI is crucial as its applications grow in clinical practice.
Area of Science:
- Orthopaedic Surgery
- Artificial Intelligence
- Bibliometrics
- Research Impact
Background:
- Artificial intelligence (AI) is increasingly integrated into medical research.
- Understanding the impact of AI research in orthopaedic surgery is essential.
- Previous studies have not fully compared social media attention and citation rates of AI versus non-AI research in this field.
Purpose of the Study:
- To compare social media attention and citation rates between AI and non-AI research in orthopaedic surgery literature.
- To assess the bibliometric impact of AI-driven research within the orthopaedic field.
Main Methods:
- A systematic review of 540 articles from 6 high-impact orthopaedic journals (Jan 2018-Dec 2023).
- Articles were categorized as AI-related or control (non-AI).
- Primary outcomes: Altmetric Attention Score (AAS) for social media reach and cumulative citation rates, analyzed using multivariate linear regression.
Main Results:
- AI-related articles (20%) showed a higher median AAS (2.0 vs 1.0) and significantly more citations (median 18 vs 9) compared to control articles (P < .001).
- After controlling for covariates, article type was not significantly associated with AAS (P = .602).
- Multivariate analysis revealed AI articles received an average of 13.4 additional citations (P < .001).
Conclusions:
- AI research in orthopaedic surgery demonstrates a greater citation impact compared to non-AI research.
- AI research does not garner significantly higher social media attention when confounding variables are considered.
- Orthopaedic surgeons should engage with AI research due to its growing academic influence and clinical relevance.
Related Concept Videos
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...
Control Systems
At the heart...
Controls in Experiments
Feedback control systems
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
Neural Control of Respiration
Respiratory Centers in the Brainstem
Two primary areas comprise the respiratory center: the medullary respiratory center in the medulla oblongata and the pontine respiratory group in the pons. The...
Chi-square Analysis
The chi-square test was developed by Pearson in 1990.
The first step of performing a Chi-square analysis is to establish a null hypothesis, which assumes that there is no real...

