| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.460 | -0.062 |
|
Retracted Output
|
-0.522 | -0.050 |
|
Institutional Self-Citation
|
1.282 | 0.045 |
|
Discontinued Journals Output
|
0.219 | -0.024 |
|
Hyperauthored Output
|
-1.159 | -0.721 |
|
Leadership Impact Gap
|
-0.647 | -0.809 |
|
Hyperprolific Authors
|
-1.206 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.712 | -0.515 |
Yunnan Minzu University presents a balanced integrity profile, with an overall score of -0.205 that reflects a combination of exceptional strengths in authorial governance and specific, addressable vulnerabilities in publication strategy. The institution demonstrates a robust culture of integrity with very low-risk levels in Retracted Output, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. However, this is contrasted by medium-risk signals in Multiple Affiliations, Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output, which are notably higher than national averages. These risks could potentially undermine the credibility of the university's key research areas, where it holds strong international rankings according to SCImago Institutions Rankings data, particularly in Agricultural and Biological Sciences, Pharmacology, Toxicology and Pharmaceutics, Energy, and Biochemistry, Genetics and Molecular Biology. While a specific mission statement was not available, any institutional commitment to excellence and social responsibility is challenged when practices suggesting academic endogamy or questionable dissemination channels are present. The university is encouraged to leverage its clear strengths in authorship oversight to develop targeted strategies that address these publication and citation-related vulnerabilities, thereby ensuring its scientific contributions achieve their full, unimpeachable impact on a global scale.
The institution's Z-score of 0.460 indicates a moderate deviation from the national average of -0.062. This suggests that the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate signals a need for review. It may reflect strategic attempts to inflate institutional credit or “affiliation shopping,” and the university should ensure its policies on declaring affiliations are transparent and consistently applied to maintain academic credibility.
With a Z-score of -0.522, the institution demonstrates an exceptionally low rate of retracted publications, a positive signal that aligns with the low-risk national standard (Z-score: -0.050). This low-profile consistency indicates the absence of systemic risk and suggests that the university's quality control mechanisms prior to publication are robust and effective. This result is a testament to a strong culture of integrity and methodological rigor, where the responsible correction of the scientific record is managed without escalating to high-volume retractions.
The university's Z-score of 1.282 shows high exposure to this risk, standing out even within a national context where a medium level of self-citation is common (Z-score: 0.045). A certain level of self-citation is natural, but this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by recognition from the global community.
The institution's Z-score of 0.219 represents a moderate deviation from the national benchmark of -0.024, indicating a greater tendency to publish in journals that later cease operation. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A medium-risk score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.159, the institution maintains a very low-risk profile in hyper-authorship, consistent with the low-risk national environment (Z-score: -0.721). This absence of risk signals is a strong indicator of healthy authorship practices. It demonstrates that the university effectively avoids the inflation of author lists, a practice that can dilute individual accountability. This commitment to meaningful contribution reinforces transparency and ensures credit is assigned appropriately.
The institution's Z-score of -0.647 shows a slight divergence from the national context, where risk signals in this area are almost non-existent (Z-score: -0.809). This low-level signal indicates a minor gap where the impact of research performed in collaboration is slightly higher than the impact of research led directly by the institution. While the risk is low, it suggests a minor dependency on external partners for impact. This invites reflection on whether its excellence metrics result from its own structural capacity or from strategic positioning in collaborations where it does not exercise full intellectual leadership.
The university's Z-score of -1.206 signals a state of preventive isolation from a risk that is a medium-level concern nationally (Z-score: 0.425). This result is highly positive, as it shows the institution does not replicate the risk dynamics observed in its environment. The very low rate of hyperprolific authors suggests strong internal controls that foster a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or assigning credit without real participation, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution's rate of publishing in its own journals is very low, a positive finding that aligns with the low-risk national standard (Z-score: -0.010). This low-profile consistency demonstrates a commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review and competes on the global stage.
The institution's Z-score of 0.712 constitutes a monitoring alert, as this medium-risk level is highly unusual for the national standard, which shows a very low risk (Z-score: -0.515). This discrepancy requires a careful 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. This dynamic, known as 'salami slicing,' can distort the scientific evidence and overburden the peer-review system, suggesting a need to reinforce policies that prioritize significant new knowledge over sheer publication volume.