| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.995 | -0.062 |
|
Retracted Output
|
-0.550 | -0.050 |
|
Institutional Self-Citation
|
-0.467 | 0.045 |
|
Discontinued Journals Output
|
1.462 | -0.024 |
|
Hyperauthored Output
|
-1.028 | -0.721 |
|
Leadership Impact Gap
|
0.921 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Hengyang Normal University presents a balanced scientific integrity profile, with an overall risk score of -0.029, indicating performance that is closely aligned with global benchmarks. The institution demonstrates significant strengths in core research practices, showing very low risk in areas such as Retracted Output, Hyperprolific Authors, and Redundant Output, which points to a solid foundation of internal quality control. However, areas requiring strategic attention include a medium risk level in the Rate of Multiple Affiliations, Rate of Output in Discontinued Journals, and a notable gap between its overall impact and the impact of its led research. These vulnerabilities contrast with the institution's strong research positioning in key thematic areas, including its notable national rankings in Earth and Planetary Sciences, Physics and Astronomy, Agricultural and Biological Sciences, and Energy, as per SCImago Institutions Rankings data. While the specific mission was not provided, any commitment to academic excellence and societal contribution is intrinsically linked to scientific integrity. The identified risks, particularly those related to publication strategy and intellectual leadership, could undermine the long-term credibility and sustainability of its research achievements. By leveraging its clear strengths in research ethics to address these specific vulnerabilities, Hengyang Normal University can further solidify its reputation and ensure its contributions are both impactful and unimpeachable.
The institution's Z-score for this indicator is 0.995, while the national average is -0.062. This moderate deviation suggests that the university exhibits a greater sensitivity to factors encouraging multiple affiliations compared to its national peers, warranting a closer look at its collaborative patterns. 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.” The university's higher-than-average score points to a need to ensure that its collaborative practices are driven by genuine scientific synergy rather than metric-oriented strategies.
With an institutional Z-score of -0.550 against a national average of -0.050, the university demonstrates an excellent and very low-risk profile in this area. This low-profile consistency indicates that the institution’s robust quality control mechanisms are in harmony with the national standard for research integrity. The absence of significant risk signals in retractions is a positive sign. It suggests that institutional processes for supervision and methodological rigor are effective, preventing the systemic failures that can lead to post-publication corrections and safeguarding the university's scientific reputation.
The university's Z-score of -0.467 is notably lower than the national average of 0.045, which falls into a medium-risk category. This demonstrates strong institutional resilience, as the university's control mechanisms appear to successfully mitigate the systemic risks of self-citation prevalent in the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by maintaining a rate below the national trend, the institution avoids signals of concerning scientific isolation or 'echo chambers,' ensuring its work is validated by the broader external scientific community and its impact is not artificially inflated by internal dynamics.
The institution's Z-score of 1.462 contrasts sharply with the low-risk national average of -0.024. This moderate deviation indicates that the university is more susceptible than its peers to publishing in questionable outlets. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy among its researchers to avoid predatory practices.
The university's Z-score of -1.028 is lower than the national average of -0.721, both of which are in the low-risk range. This prudent profile suggests the institution manages its authorship practices with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science,' a controlled rate outside these contexts is a sign of good governance. By maintaining a lower rate, the university effectively mitigates the risk of author list inflation, thereby promoting individual accountability and transparency in its research contributions.
With a Z-score of 0.921, the institution shows a medium-risk gap, a level that is highly unusual compared to the very low-risk national standard of -0.809. This monitoring alert requires a careful review of the university's collaboration strategy. A very wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. This value suggests that the university's scientific prestige may be dependent and exogenous, not structural. It invites reflection on whether its excellence metrics result from real internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 signifies a very low risk, standing in stark contrast to the medium-risk national average of 0.425. This demonstrates a clear preventive isolation, where the university does not replicate the risk dynamics related to hyperprolificacy observed elsewhere in the country. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's very low score is a strong indicator that it successfully avoids potential imbalances between quantity and quality, steering clear of risks like coercive authorship or the assignment of authorship without real participation.
The university's Z-score of -0.268 indicates a very low-risk profile, consistent with the low-risk environment at the national level (Z-score of -0.010). This absence of risk signals aligns with national standards and reflects sound publication practices. In-house journals can be valuable, but excessive dependence on them raises conflicts of interest. By maintaining a very low rate of publication in its own journals, the institution effectively avoids the risk of academic endogamy and ensures its scientific production undergoes independent external peer review, reinforcing its credibility and global visibility.
With a Z-score of -1.186, the institution exhibits total operational silence in this area, performing even better than the very low-risk national average of -0.515. This indicates an exceptionally strong adherence to publication ethics. Massive bibliographic overlap between publications can indicate 'salami slicing,' where a study is fragmented to inflate productivity. The university's extremely low score demonstrates a clear commitment to publishing complete, significant work, thereby avoiding practices that distort scientific evidence and instead prioritizing the generation of meaningful new knowledge.