| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.150 | -0.062 |
|
Retracted Output
|
-0.691 | -0.050 |
|
Institutional Self-Citation
|
-1.091 | 0.045 |
|
Discontinued Journals Output
|
0.509 | -0.024 |
|
Hyperauthored Output
|
-1.183 | -0.721 |
|
Leadership Impact Gap
|
-0.765 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Guizhou University of Engineering Science presents a robust overall integrity profile (Overall Score: -0.270), characterized by exceptional performance in a majority of scientific practice indicators. The institution demonstrates significant strengths by maintaining very low risk in areas such as hyperprolific authorship, institutional self-citation, and redundant output, often in stark contrast to more vulnerable national trends. This foundation of integrity strongly supports its research capacity, which is most prominent in thematic areas like Earth and Planetary Sciences, Agricultural and Biological Sciences, and Environmental Science, according to SCImago Institutions Rankings data. However, two medium-risk indicators—the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals—emerge as strategic priorities. While the institution's mission was not localized for this report, these specific risks could undermine core academic values of excellence and transparency. Addressing these vulnerabilities through targeted policy and training will be crucial to ensure that all operational areas reflect the high standards of integrity demonstrated elsewhere, thereby safeguarding and enhancing the institution's long-term reputation and impact.
The institution exhibits a Z-score of 2.150, placing it at a medium risk level, which represents a moderate deviation from the low-risk national average (Z-score: -0.062). This suggests the institution is more sensitive than its national peers to practices that can inflate institutional credit. While multiple affiliations are often a legitimate result of collaboration, a disproportionately high rate can signal strategic attempts at “affiliation shopping.” This divergence from the national norm warrants a review to ensure that all affiliations are substantively justified and reflect genuine collaborative contributions rather than a mechanism for metric enhancement.
With a Z-score of -0.691, the institution demonstrates a very low risk of retracted publications, a profile that is consistent with and even stronger than the low-risk national standard (Z-score: -0.050). This absence of risk signals indicates that the institution's pre-publication quality control mechanisms and supervisory processes are functioning effectively. Such a result reflects a culture of methodological rigor and scientific responsibility, successfully preventing the types of errors or malpractice that often lead to retractions and thus reinforcing the reliability of its research output.
The institution shows exceptional performance in this area, with a Z-score of -1.091 (very low risk), effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score: 0.045). This strong result indicates that the institution's work is validated through broad external scrutiny rather than within a closed loop. By avoiding the national tendency toward high self-citation, the institution mitigates the risk of creating scientific 'echo chambers' or artificially inflating its impact, demonstrating a healthy integration with the global academic community and ensuring its influence is based on widespread recognition.
The institution's Z-score of 0.509 (medium risk) marks a moderate deviation from the low-risk national context (Z-score: -0.024). This indicates a greater institutional propensity for publishing in channels that fail to meet international quality or ethical standards. This practice constitutes a critical alert regarding due diligence in dissemination, as it exposes the institution to severe reputational damage and suggests that valuable research resources may be wasted on 'predatory' or low-integrity venues. An urgent focus on improving information literacy for researchers is needed to rectify this vulnerability.
With a Z-score of -1.183, the institution maintains a very low-risk profile, which is fully consistent with the low-risk national environment (Z-score: -0.721). The absence of signals related to hyper-authorship suggests that, outside of legitimate 'Big Science' contexts, the institution fosters a culture of transparency and accountability in authorship. This practice effectively avoids the risks of author list inflation and the dilution of individual responsibility, ensuring that credit is assigned appropriately and reflects genuine intellectual contribution.
The institution's Z-score of -0.765 (low risk) represents a slight divergence from the very low-risk national benchmark (Z-score: -0.809). This indicates the emergence of minor risk signals that are not prevalent across the country. While the current risk is low, this gap suggests a subtle dependency on external collaborations for achieving impact, where the institution may not always hold intellectual leadership. It serves as a strategic prompt to reflect on building internal research capacity to ensure that scientific prestige is increasingly structural and endogenous, rather than primarily reliant on partnerships.
The institution demonstrates an outstandingly low-risk profile with a Z-score of -1.413, placing it in a state of preventive isolation from the medium-risk trend seen nationally (Z-score: 0.425). This stark contrast highlights a robust institutional culture that successfully prioritizes scientific quality over sheer publication volume. By avoiding the dynamics of hyper-prolificacy, the institution guards against risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record, reinforcing a commitment to meaningful and rigorous intellectual contributions.
With a Z-score of -0.268, the institution's very low-risk level is consistent with the low-risk national context (Z-score: -0.010). This indicates a healthy and appropriate use of in-house journals, avoiding over-reliance on them for dissemination. By favoring external publication channels, the institution ensures its research undergoes independent peer review, thus mitigating risks of academic endogamy and conflicts of interest. This approach enhances the global visibility and competitive validation of its scientific output.
The institution exhibits a Z-score of -1.186, signifying a state of total operational silence on this indicator. This performance is exceptionally strong, surpassing even the very low-risk national average (Z-score: -0.515). This result indicates a firm commitment to publishing complete and significant studies, actively avoiding the practice of 'salami slicing' to artificially inflate publication counts. This approach not only strengthens the integrity of the scientific record but also demonstrates a respect for the research ecosystem by not overburdening it with fragmented or minimally incremental findings.
