| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.760 | -0.062 |
|
Retracted Output
|
-0.390 | -0.050 |
|
Institutional Self-Citation
|
-0.087 | 0.045 |
|
Discontinued Journals Output
|
-0.067 | -0.024 |
|
Hyperauthored Output
|
-0.971 | -0.721 |
|
Leadership Impact Gap
|
-0.860 | -0.809 |
|
Hyperprolific Authors
|
-0.299 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.411 | -0.515 |
Fujian Normal University presents a robust scientific integrity profile, with an overall risk score of -0.228 indicating performance that is stronger than the global average. The institution demonstrates significant strengths in maintaining very low-risk levels for retracted publications, dependency on external leadership, and output in institutional journals. It also effectively mitigates national trends towards higher risk in self-citation and hyperprolific authorship. However, a notable area for strategic review is the Rate of Multiple Affiliations, which shows a moderate deviation from the national standard. This overall solid integrity framework supports the university's strong academic standing, as evidenced by its high global rankings in key thematic areas such as Energy, Computer Science, Chemistry, and Medicine according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, the identified risk in affiliation practices could potentially conflict with universal academic values of excellence and transparency, suggesting that a review of affiliation policies would be a proactive step. Overall, the university is in a strong position, and by addressing this specific vulnerability, it can further solidify its reputation for responsible and high-impact research.
The institution's Z-score of 0.760 for the Rate of Multiple Affiliations marks a moderate deviation from the national average of -0.062. This suggests the university is more sensitive to risk factors in this area than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This indicator warrants a review of internal policies to ensure that all declared affiliations reflect substantive and transparent collaborations.
With a Z-score of -0.390, significantly lower than the national average of -0.050, the institution demonstrates an exemplary record regarding the Rate of Retracted Output. This absence of risk signals is consistent with the low-risk national environment, indicating robust pre-publication quality control mechanisms. A low rate of retractions suggests a strong institutional integrity culture and effective methodological rigor, reinforcing confidence in the reliability of its published research.
The university demonstrates institutional resilience in its Rate of Institutional Self-Citation, with a Z-score of -0.087 that contrasts favorably with the national average of 0.045. This indicates that the institution's control mechanisms are effectively mitigating a systemic risk observed elsewhere in the country. By maintaining a low level of self-citation, the university avoids the risk of creating scientific 'echo chambers' and ensures its academic influence is validated by the broader global community, not just by internal dynamics.
The institution's Z-score for the Rate of Output in Discontinued Journals is -0.067, which is statistically normal and aligned with the national average of -0.024. This level of risk is as expected for an institution of its context and size. Nevertheless, it is crucial to maintain vigilance, as a high proportion of publications in such journals can constitute a critical alert regarding due diligence in selecting dissemination channels, exposing the institution to reputational risks associated with predatory or low-quality practices.
Exhibiting a prudent profile, the institution's Z-score of -0.971 for the Rate of Hyper-Authored Output is notably lower than the national standard of -0.721. This suggests that the university manages its authorship processes with more rigor than its peers. This controlled approach helps mitigate the risk of author list inflation, which can dilute individual accountability and transparency, and serves as a positive signal that authorship is likely tied to genuine contribution rather than honorary or political practices.
The institution shows total operational silence in the gap between its overall impact and the impact of its researcher-led output, with a Z-score of -0.860 that is even lower than the national average of -0.809. This excellent result indicates the absence of any risk signals in this area. It demonstrates that the university's scientific prestige is structural and derived from its own internal capacity, successfully avoiding the sustainability risk associated with being dependent on external partners for intellectual leadership and impact.
In the context of hyperprolific authors, the university shows significant institutional resilience. Its Z-score of -0.299 stands in stark contrast to the national average of 0.425, indicating that internal controls are successfully mitigating a risk prevalent at the national level. By maintaining a low rate of hyperprolificacy, the institution effectively guards against potential imbalances between quantity and quality, avoiding 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 for the Rate of Output in Institutional Journals reflects a low-profile consistency, aligning with the low-risk national environment (Z-score of -0.010). The complete absence of risk signals in this area is a positive indicator. It shows that the university avoids excessive dependence on its own journals, thus preventing potential conflicts of interest and ensuring its scientific production undergoes independent external peer review, which is essential for global visibility and competitive validation.
A slight divergence is noted in the Rate of Redundant Output, where the institution's Z-score of -0.411 indicates a low risk, yet it is higher than the very low-risk national average of -0.515. This suggests the presence of minor risk signals that are not apparent in the rest of the country. While the level is not alarming, it warrants attention, as massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity, which distorts scientific evidence and prioritizes volume over significant new knowledge.
