| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.853 | -0.062 |
|
Retracted Output
|
3.836 | -0.050 |
|
Institutional Self-Citation
|
-0.685 | 0.045 |
|
Discontinued Journals Output
|
1.405 | -0.024 |
|
Hyperauthored Output
|
-1.306 | -0.721 |
|
Leadership Impact Gap
|
-0.374 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.563 | -0.515 |
Shaoyang University presents a complex integrity profile, marked by a notable contrast between areas of exceptional governance and significant vulnerabilities. With an overall risk score of 1.259, the institution demonstrates clear strengths in maintaining responsible authorship practices, as evidenced by very low rates of hyperprolific authors and hyper-authored output, and successfully mitigates systemic national risks related to institutional self-citation. These positive aspects support its research performance, which, according to SCImago Institutions Rankings data, is particularly strong in thematic areas such as Pharmacology, Toxicology and Pharmaceutics; Energy; and Biochemistry, Genetics and Molecular Biology. However, these achievements are critically undermined by a significant rate of retracted publications and concerning levels of output in discontinued journals and redundant publications. Any institutional mission centered on academic excellence and social responsibility is directly challenged by such integrity risks, as they question the reliability and quality of the scientific record. To secure its reputation and align its operational practices with its research ambitions, it is recommended that the university leverage its robust governance in authorship as a model to urgently reform its pre-publication quality control mechanisms and enhance due diligence in the selection of dissemination channels.
The institution presents a Z-score of 0.853, which contrasts with the national average of -0.062. This moderate deviation from the national standard suggests the university has a greater sensitivity to risk factors related to affiliation practices than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The university's value indicates a need to review its policies and ensure that all declared affiliations correspond to substantive and transparent collaborations, rather than being used solely for metric enhancement.
With a Z-score of 3.836 against a low national average of -0.050, the university exhibits a severe discrepancy that is atypical for its environment and requires a deep integrity assessment. Retractions are complex events, but a rate this significantly higher than the global average constitutes a critical alert. It suggests that quality control mechanisms prior to publication may be failing systemically, pointing to a profound vulnerability in the institution's integrity culture. This situation indicates possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the institution's scientific reputation.
The institution's Z-score of -0.685 is notably healthier than the national average of 0.045. This performance demonstrates institutional resilience, as its control mechanisms appear to successfully mitigate the systemic risks of self-citation present in the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by maintaining a low rate, the university effectively avoids the creation of scientific 'echo chambers' and the risk of endogamous impact inflation, signaling that its academic influence is validated by the broader global community rather than primarily by internal dynamics.
The university's Z-score of 1.405 shows a moderate deviation from the country's low-risk average of -0.024, indicating a greater institutional sensitivity to this risk factor. This high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. It suggests that a significant portion of the university's scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and points to an urgent need for improved information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality venues.
With a Z-score of -1.306, the institution demonstrates an exceptionally low rate of hyper-authored publications, performing even better than the national average of -0.721. This low-profile consistency, where the absence of risk signals aligns with and improves upon the national standard, is a sign of robust academic governance. It indicates that, outside of legitimate 'Big Science' contexts, the university effectively avoids author list inflation, thereby promoting individual accountability and transparency in its research contributions and steering clear of 'honorary' authorship practices.
The institution's Z-score of -0.374 represents a slight divergence from the national Z-score of -0.809. This indicates that while the country as a whole shows a very low dependency on external collaborations for impact, the university displays a minor signal of this risk. A positive gap suggests that scientific prestige may be more dependent on external partners than on research led internally. For the university, this low-level signal invites a strategic reflection on fostering greater internal capacity and intellectual leadership to ensure its scientific excellence is both structural and sustainable in the long term.
The university's Z-score of -1.413 stands in stark contrast to the national average of 0.425, demonstrating a case of preventive isolation. This result indicates that the institution does not replicate the risk dynamics of hyperprolificity observed in its environment. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The university's very low score is a strong positive signal, suggesting a culture that prioritizes quality over quantity and successfully avoids risks such as coercive authorship or the assignment of authorship without real participation.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a rate that is healthier than the national average of -0.010. This low-profile consistency demonstrates strong governance, as the absence of risk signals aligns with the national standard. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production is validated through independent external peer review, thereby enhancing its global visibility and credibility.
The institution's Z-score of 0.563 represents a monitoring alert, as this medium risk level is highly unusual when compared to the country's very low-risk average 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 practice distorts the scientific evidence and overburdens the review system. The university should investigate this trend to ensure its researchers are prioritizing the publication of significant new knowledge over sheer volume.