| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.159 | -0.062 |
|
Retracted Output
|
-0.381 | -0.050 |
|
Institutional Self-Citation
|
-0.539 | 0.045 |
|
Discontinued Journals Output
|
0.093 | -0.024 |
|
Hyperauthored Output
|
-1.070 | -0.721 |
|
Leadership Impact Gap
|
1.247 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.225 | -0.515 |
Shaanxi University of Technology presents a balanced scientific integrity profile, with an overall risk score of -0.155 indicating performance slightly better than the global baseline. The institution demonstrates significant strengths in its internal quality control mechanisms, reflected by very low risk in retracted output, hyperprolific authorship, and publication in institutional journals. These positive indicators suggest a culture that prioritizes research quality and external validation. Thematically, the university shows notable strength and national positioning according to SCImago Institutions Rankings data, particularly in Energy, Agricultural and Biological Sciences, Medicine, and Earth and Planetary Sciences. However, areas of medium risk have been identified, including a high rate of multiple affiliations, a dependency on external collaborations for impact, and patterns of redundant publication. As the institutional mission was not localized for this analysis, it is crucial to note that these vulnerabilities could challenge any strategic vision centered on achieving sustainable academic excellence and social responsibility. By leveraging its robust internal governance to address these external-facing risks, the university has a clear opportunity to consolidate its scientific leadership and ensure its reputation is built on a foundation of verifiable and independent intellectual contribution.
The institution's Z-score of 1.159 contrasts with the national average of -0.062. This moderate deviation indicates that the university shows a greater sensitivity to risk factors related to affiliation than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the observed rate suggests a need to review affiliation policies. A disproportionately high rate can signal strategic attempts to inflate institutional credit or "affiliation shopping," where affiliations are used to maximize visibility rather than reflect substantive collaboration, potentially diluting the institution's unique brand and contribution.
With a Z-score of -0.381, the institution demonstrates an exceptionally low rate of retracted publications, which is fully consistent with the low-risk national standard (Z-score: -0.050). This absence of risk signals points to the effectiveness of its pre-publication quality control and supervision mechanisms. Retractions can sometimes reflect the honest correction of unintentional errors, a sign of a healthy scientific culture. In this case, the very low rate suggests that such instances are rare and that the institution's integrity framework is successful in preventing the systemic failures or recurring malpractice that often lead to a higher volume of retractions.
The institution exhibits a Z-score of -0.539, a low-risk value that indicates strong institutional resilience, especially when compared to the country's medium-risk average of 0.045. This performance suggests that the university's control mechanisms effectively mitigate the systemic risks of academic endogamy present in its environment. A certain level of self-citation is natural, but the institution successfully avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This commitment to external validation ensures that its academic influence is a result of global community recognition rather than being inflated by internal dynamics.
The university's Z-score of 0.093 represents a moderate deviation from the national average of -0.024. This suggests the institution is more sensitive than its peers to the risk of publishing in questionable venues. While sporadic presence in discontinued journals may occur, this score constitutes an alert regarding the due diligence applied in selecting dissemination channels. It indicates that a portion of its scientific production may be channeled through media that fail to meet international ethical or quality standards, exposing the institution to reputational risks and signaling a need to reinforce information literacy to prevent the use of 'predatory' or low-quality outlets.
The institution maintains a prudent profile with a Z-score of -1.070, which is even more rigorous than the low-risk national standard of -0.721. This demonstrates exemplary management of authorship processes. While extensive author lists are legitimate in 'Big Science' fields, this low score confirms that the institution effectively avoids the risk of author list inflation outside of these contexts. This rigor helps ensure that authorship reflects meaningful contribution, preserving individual accountability and transparency in its collaborative research projects.
A significant monitoring alert is raised by the institution's Z-score of 1.247, a highly unusual risk level when compared to the national standard of -0.809. This wide positive gap indicates that the institution's global impact is substantially higher than the impact of the research it leads directly. This pattern signals a critical sustainability risk, suggesting that its scientific prestige may be dependent and exogenous, rather than structural. It prompts a strategic reflection on whether its high-impact metrics stem from genuine internal capacity or from a positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 signifies a state of preventive isolation from national trends, as the country registers a medium-risk average of 0.425. This stark contrast shows the university does not replicate the risk dynamics related to extreme productivity observed elsewhere. While high productivity can be legitimate, the institution's very low score indicates a culture that effectively discourages practices that prioritize metrics over the integrity of the scientific record. This helps prevent potential imbalances between quantity and quality, such as coercive authorship or assigning credit without real participation.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a practice that aligns with and even improves upon the low-risk national average of -0.010. This absence of risk signals demonstrates a strong commitment to independent, external peer review. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest where it would act as both judge and party. This choice enhances the global visibility and competitive validation of its research, preventing the use of internal channels as potential 'fast tracks' for publication.
A monitoring alert is triggered by the institution's Z-score of 0.225, an unusual risk level in a national context where this practice is very rare (country Z-score: -0.515). This finding requires a review of its causes. The score suggests a potential tendency toward 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant new knowledge.