| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.942 | -0.062 |
|
Retracted Output
|
-0.428 | -0.050 |
|
Institutional Self-Citation
|
-1.219 | 0.045 |
|
Discontinued Journals Output
|
1.392 | -0.024 |
|
Hyperauthored Output
|
-1.324 | -0.721 |
|
Leadership Impact Gap
|
0.028 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.920 | -0.515 |
The Shenyang Institute of Engineering demonstrates a balanced scientific integrity profile, with an overall risk score of -0.192. The institution exhibits significant strengths in maintaining very low-risk levels across a majority of indicators, including the Rate of Multiple Affiliations, Retracted Output, Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These results point to robust internal governance and a culture of integrity that effectively insulates the institution from several systemic risks present at the national level. However, areas requiring strategic attention have been identified, specifically the medium-risk signals in the Rate of Output in Discontinued Journals, the Gap in Leadership Impact, and the Rate of Redundant Output. According to SCImago Institutions Rankings data, the institution's key thematic strengths lie in Energy, Physics and Astronomy, and Environmental Science. The identified risks, particularly those related to publication strategy and research fragmentation, could undermine the perceived excellence and societal value of these core areas. To fully align its operational practices with a mission of academic leadership and social responsibility, it is recommended that the institution focuses on developing targeted policies and training to mitigate these specific vulnerabilities, thereby ensuring its research impact is both sustainable and built on a foundation of unimpeachable integrity.
The institution presents a Z-score of -0.942, which is well below the national average of -0.062. This demonstrates a low-profile consistency, where the complete absence of risk signals in this area aligns with, and even improves upon, the national standard. The institution's data shows no indication of strategic practices like “affiliation shopping” to inflate institutional credit, reflecting a clear and transparent representation of its collaborative network.
With a Z-score of -0.428 compared to the country's -0.050, the institution shows a consistent and low-risk profile. The absence of significant signals in this area is in line with the national standard, suggesting that the institution's pre-publication quality control mechanisms are functioning effectively. This very low rate indicates that research is conducted with methodological rigor, and there is no evidence of systemic vulnerabilities in the institutional integrity culture that would lead to recurring malpractice or a high volume of corrections.
The institution's Z-score of -1.219 stands in stark contrast to the national average of 0.045, indicating a successful case of preventive isolation. This result shows that the center does not replicate the risk dynamics related to self-citation that are more common in its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's exceptionally low rate demonstrates a strong reliance on external validation and deep integration into the global scientific community, effectively avoiding the creation of 'echo chambers' and the risk of artificially inflating its impact through endogamous practices.
The institution's Z-score of 1.392 marks a moderate deviation from the national average of -0.024, suggesting a greater sensitivity to this risk factor compared to its peers. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a significant portion of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and suggesting an urgent need for enhanced information literacy to prevent the investment of resources in 'predatory' or low-quality practices.
With a Z-score of -1.324, significantly lower than the national average of -0.721, the institution maintains a profile of low-profile consistency. The absence of risk signals aligns with the national standard, indicating that authorship practices are transparent and appropriate for its disciplinary context. There is no evidence of author list inflation or the prevalence of 'honorary' authorships, which can dilute individual accountability. This reflects a culture where authorship is correctly attributed based on meaningful contribution.
The institution's Z-score of 0.028 constitutes a monitoring alert, as this risk level is unusual when compared to the national standard of -0.809. This positive gap—where global impact is higher than the impact of research led by the institution—signals a potential sustainability risk. A high value suggests that scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from its positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is notably lower than the national average of 0.425, demonstrating a clear case of preventive isolation from a nationally observed risk. This indicates that the institution does not replicate the dynamics of hyperprolificacy seen elsewhere in the country. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The institution's very low score suggests a healthy balance between quantity and quality, with no signs of coercive authorship, data fragmentation, or other practices that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is well below the national average of -0.010, showing a consistent and low-risk profile. This absence of risk signals is aligned with the national standard and indicates that the institution does not overly rely on its own publication channels. This practice avoids potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. By favoring external journals, the institution ensures its research undergoes standard competitive validation and achieves greater global visibility.
A Z-score of 0.920 at the institutional level represents a monitoring alert, as it indicates an unusual risk level for the national standard, which sits at -0.515. This score suggests a tendency toward data fragmentation or 'salami slicing.' This practice, characterized by massive bibliographic overlap between simultaneous publications, aims to artificially inflate productivity by dividing a coherent study into minimal publishable units. This behavior not only distorts the available scientific evidence but also overburdens the peer review system, prioritizing publication volume over the generation of significant new knowledge. A review of the underlying causes is recommended.
