| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.894 | -0.062 |
|
Retracted Output
|
-0.522 | -0.050 |
|
Institutional Self-Citation
|
-0.317 | 0.045 |
|
Discontinued Journals Output
|
0.513 | -0.024 |
|
Hyperauthored Output
|
-1.019 | -0.721 |
|
Leadership Impact Gap
|
0.153 | -0.809 |
|
Hyperprolific Authors
|
0.513 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.339 | -0.515 |
Guilin University of Electronic Technology demonstrates a strong overall performance in scientific integrity, with a global risk score of -0.016 indicating a very low-risk profile. This solid foundation is evidenced by exceptional results in the Rate of Retracted Output and the Rate of Output in Institutional Journals, both of which show a near-total absence of risk signals. However, areas requiring strategic attention include a moderate deviation from national norms in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, as well as a notable alert regarding the gap between its total research impact and the impact of work where it holds intellectual leadership. These findings are contextualized by the university's outstanding thematic strengths, particularly in Earth and Planetary Sciences, Computer Science, Mathematics, and Engineering, where it ranks among the top 100 institutions in China according to SCImago Institutions Rankings data. To fully realize its mission of achieving "Integrity, Virtue, Courage and Innovation" and becoming a high-level university, it is crucial to address these specific vulnerabilities. Ensuring that collaborative and publication practices align with the highest standards of integrity will protect its reputation and solidify its path toward self-sustaining academic excellence. A proactive focus on these areas will ensure that the university's operational practices are as robust as its ambitious vision.
The institution presents a Z-score of 0.894, while the national average is -0.062. This result indicates a moderate deviation from the national trend, suggesting the university shows a greater sensitivity to risk factors in this area than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the elevated rate at the university warrants a review of its affiliation policies. It is important to ensure that these patterns reflect genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," which could compromise the transparency of its research ecosystem.
The institution's Z-score of -0.522 is significantly lower than the national average of -0.050. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and even surpasses the national standard for scientific security. Retractions can be complex events, but this exceptionally low value is a strong positive indicator. It suggests that the university's quality control mechanisms and supervisory processes prior to publication are highly effective, reflecting a robust integrity culture that successfully prevents methodological or ethical failures from entering the scientific record.
The institution shows a Z-score of -0.317, which is notably lower than the national average of 0.045. This performance highlights a clear institutional resilience, as the university's control mechanisms appear to successfully mitigate the systemic risks of self-citation that are more prevalent at the national level. A certain level of self-citation is natural, but the university's prudent profile avoids the risk of creating scientific 'echo chambers.' This demonstrates a commitment to external validation and global community recognition, rather than relying on internal dynamics to build its academic influence.
With a Z-score of 0.513 compared to the national average of -0.024, the institution exhibits a moderate deviation from the national standard. This suggests a greater sensitivity to risk factors related to publication channel selection than its peers. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence. This Z-score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to reputational risks and suggesting a need to reinforce information literacy among its researchers to avoid predatory or low-quality practices.
The institution's Z-score of -1.019 is considerably lower than the national average of -0.721. This reflects a prudent profile, indicating that the university manages its authorship processes with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science' contexts, this low score suggests the institution is effectively avoiding the risks of author list inflation and the dilution of individual accountability. This is a positive sign of a culture that values meaningful contributions and transparency over honorary or political authorship practices.
The institution's Z-score of 0.153 presents a monitoring alert, as it is an unusual risk level when compared to the national standard of -0.809. This stark contrast requires a review of the causes behind this dependency on external collaboration for impact. A wide positive gap, where global impact is high but the impact of research led by the institution is low, signals a sustainability risk. This value suggests that a significant portion of the university's scientific prestige may be dependent and exogenous, stemming from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own structural capacity.
The institution's Z-score of 0.513 is slightly above the national average of 0.425. This indicates a high exposure to this risk factor, suggesting the university is more prone to showing alert signals in this area than its environment average. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution performs significantly better than the national average of -0.010. This result demonstrates low-profile consistency, as the absence of risk signals aligns with the national standard of integrity. In-house journals can be valuable, but the university's very low reliance on them avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and confirming its commitment to competitive validation rather than using internal channels as 'fast tracks' for publication.
The institution's Z-score of -0.339 marks a slight divergence from the national Z-score of -0.515. This indicates that the university shows signals of risk activity in an area where the rest of the country is largely inert. While the overall risk level is low, this value alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' Even at a low level, this practice can distort the scientific evidence base, and its emergence warrants a review to ensure that research outputs prioritize significant new knowledge over publication volume.