| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.543 | -0.062 |
|
Retracted Output
|
0.211 | -0.050 |
|
Institutional Self-Citation
|
-1.795 | 0.045 |
|
Discontinued Journals Output
|
1.933 | -0.024 |
|
Hyperauthored Output
|
-1.401 | -0.721 |
|
Leadership Impact Gap
|
1.621 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.702 | -0.515 |
The China Academy of Art presents a complex integrity profile, with an overall risk score of 0.292 that reflects a clear duality in its research culture. The institution demonstrates exceptional strengths in areas promoting individual accountability and external validation, showing very low risk in institutional self-citation, hyper-authored output, hyperprolific authors, and publication in its own journals. These positive indicators suggest a robust internal culture focused on quality and global engagement. However, this is contrasted by medium-risk signals in five key areas, including multiple affiliations, retracted output, and publication in discontinued journals, which point to potential vulnerabilities in strategic decision-making and pre-publication quality control. According to SCImago Institutions Rankings data, the Academy's main research outputs are concentrated in Computer Science and Mathematics. The identified risks, particularly the significant gap between its overall impact and the impact of its self-led research, pose a direct challenge to its mission of “building world-class Eastern fine art” and fostering “exceptional artistic talents with virtue.” True leadership and excellence require not only strategic collaboration but also the development of strong, independent intellectual capacity. By addressing these vulnerabilities in its publication and collaboration strategies, the Academy can ensure its operational practices fully align with its ambitious vision, solidifying its role as a global paradigm of craftsmanship and erudite academics.
The institution's Z-score for this indicator is 0.543, while the national average is -0.062. This moderate deviation from the national standard suggests the Academy is more sensitive to risk factors in this area than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher rate observed here warrants a review. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, could dilute the institution's distinct academic identity and misrepresent its collaborative contributions.
With a Z-score of 0.211, the institution shows a higher incidence of retractions compared to the national average of -0.050. This moderate deviation indicates a greater sensitivity to the factors leading to retractions. Retractions can be complex events, but a rate that is notably higher than the national benchmark suggests that the institution's quality control mechanisms prior to publication may be facing systemic challenges. This alerts to a potential vulnerability in the institutional integrity culture, indicating that recurring methodological issues or a lack of rigorous supervision may require immediate qualitative verification by management.
The Academy demonstrates an exceptionally strong performance in this area, with a Z-score of -1.795, in stark contrast to the national average of 0.045, which indicates a medium-risk environment. This result signifies a form of preventive isolation, where the institution successfully avoids the risk dynamics prevalent in its national context. A certain level of self-citation is natural, but the Academy's very low rate shows it does not suffer from scientific isolation or 'echo chambers.' This indicates that the institution's academic influence is validated by the global community rather than being inflated by internal dynamics, reflecting a healthy integration into international scientific discourse.
The institution's Z-score of 1.933 is significantly higher than the national average of -0.024, representing a moderate deviation that highlights a greater institutional sensitivity to this risk. A high proportion of publications in discontinued journals constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. This score indicates that a notable portion of the Academy's scientific production is being channeled through media that may not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to prevent the misallocation of resources to 'predatory' or low-quality venues.
With a Z-score of -1.401, the institution maintains a very low-risk profile, consistent with and even stronger than the low-risk national standard of -0.721. This low-profile consistency demonstrates that the absence of risk signals in this area aligns perfectly with the national environment. The Academy's practices appear to successfully distinguish between necessary collaboration and potential author list inflation. This suggests a healthy culture of authorship that values individual accountability and transparency, avoiding practices like 'honorary' authorships that can dilute responsibility.
A significant monitoring alert is raised by the institution's Z-score of 1.621, an unusually high-risk level when compared to the national standard of -0.809, which is in the very low-risk category. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be dependent and exogenous, rather than structural. A high value here invites critical reflection on whether the Academy's excellence metrics result from its own internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership. This dependency could undermine its long-term goal of becoming a world-class leader in its field.
The Academy shows an outstandingly low risk with a Z-score of -1.413, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score of 0.425). This preventive stance indicates that the institution does not replicate the risk patterns common in its environment. While high productivity can be legitimate, extreme publication volumes often challenge the capacity for meaningful intellectual contribution. The Academy's very low score suggests a culture that prioritizes quality over quantity, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 places it in the very low-risk category, showing strong alignment with the low-risk national environment (Z-score of -0.010). This low-profile consistency indicates that the absence of risk signals is in line with the national standard. By avoiding excessive dependence on its own journals, the Academy mitigates potential conflicts of interest and the risk of academic endogamy. This practice demonstrates a commitment to independent external peer review, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
The institution's Z-score of 0.702 triggers a monitoring alert, as this medium-risk level is highly unusual for a national environment where this practice is very uncommon (national Z-score of -0.515). This discrepancy requires a review of its causes. A high value in this indicator alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This behavior not only distorts the available scientific evidence but also overburdens the peer-review system, signaling a culture that may prioritize volume of output over the generation of significant new knowledge.
