| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.935 | -0.062 |
|
Retracted Output
|
-0.672 | -0.050 |
|
Institutional Self-Citation
|
0.140 | 0.045 |
|
Discontinued Journals Output
|
0.182 | -0.024 |
|
Hyperauthored Output
|
-1.252 | -0.721 |
|
Leadership Impact Gap
|
0.411 | -0.809 |
|
Hyperprolific Authors
|
-1.186 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
1.039 | -0.515 |
Guizhou Minzu University presents a balanced but complex scientific integrity profile, with an overall score of -0.200 indicating performance slightly below the global average. The institution demonstrates significant strengths in foundational areas of research integrity, showing very low risk in Retracted Output, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These results point to robust internal quality controls, responsible authorship practices, and a commitment to external validation. However, these strengths are counterbalanced by medium-risk signals in five key areas: Rate of Multiple Affiliations, Institutional Self-Citation, Output in Discontinued Journals, a notable gap in leadership impact, and the Rate of Redundant Output. Thematically, the university shows strong positioning in several fields according to SCImago Institutions Rankings data, particularly in Energy, Physics and Astronomy, and Pharmacology, Toxicology and Pharmaceutics. While the institution's specific mission was not available for this analysis, the identified risks—especially those related to potential impact inflation and questionable publication channels—could challenge a universal academic mission centered on excellence, transparency, and social responsibility. To fully leverage its thematic strengths and solidify its reputation, the university is advised to focus strategic interventions on mitigating these medium-risk vulnerabilities, thereby building upon its solid integrity foundation to achieve a more resilient and globally recognized scientific profile.
The institution's Z-score of 0.935 shows a moderate deviation from the national average of -0.062. This suggests that the university is more sensitive than its national peers to factors that encourage multiple affiliations. While such 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.” This variance from the national standard warrants a review of internal policies to ensure that all declared affiliations reflect substantive and transparent collaborations.
With a Z-score of -0.672, the institution demonstrates an exceptionally low rate of retracted publications, performing significantly better than the already low-risk national average of -0.050. This result reflects a low-profile consistency, where the absence of risk signals aligns with and surpasses the national standard. Such a low score is a positive indicator of effective quality control mechanisms and responsible post-publication supervision, suggesting that the institutional culture promotes methodological rigor and effectively prevents the types of errors or malpractice that typically lead to retractions.
The institution's Z-score of 0.140 and the national average of 0.045 both fall within the medium-risk category, yet the university's rate is notably higher. This indicates a high exposure to this risk factor, making the center more prone to its associated challenges than the average institution in its environment. A certain level of self-citation is natural, but this elevated rate could signal the formation of 'echo chambers' where work is validated without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The university's Z-score of 0.182 represents a moderate deviation from the low-risk national average of -0.024. This indicates that the institution shows a greater sensitivity than its peers to the risk of publishing in journals that fail to meet international standards. A high proportion of publications in such venues constitutes a critical alert regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid channeling valuable scientific work into 'predatory' or low-quality outlets.
The institution's Z-score of -1.252 is exceptionally low, positioning it well below the low-risk national average of -0.721. This demonstrates a strong adherence to responsible authorship practices, showing a profile that is even more conservative than the national standard. The near-total absence of this risk signal indicates that the university's research culture effectively distinguishes between necessary massive collaboration and 'honorary' authorship, thereby maintaining individual accountability and transparency in its scientific contributions.
A significant monitoring alert arises from the institution's Z-score of 0.411, which indicates a medium risk, in stark contrast to the very low-risk national average of -0.809. This gap is highly unusual for the national standard and requires a review of its underlying causes. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. It suggests that 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 and internal research capacity.
The institution exhibits a state of preventive isolation with a very low-risk Z-score of -1.186, starkly contrasting with the medium-risk national average of 0.425. This result indicates that the university does not replicate the risk dynamics related to hyperprolificity observed elsewhere in the country. This strong performance suggests an institutional environment that prioritizes quality over sheer quantity, effectively avoiding the risks of coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby safeguarding the integrity of its scientific record.
With a Z-score of -0.268, the institution maintains a very low-risk profile, performing better than the already low national average of -0.010. This demonstrates a consistent and commendable commitment to avoiding academic endogamy. By minimizing reliance on its own journals, the university ensures its scientific production is regularly subjected to independent, external peer review. This practice not only mitigates potential conflicts of interest but also enhances the global visibility and competitive validation of its research, reinforcing its credibility on the international stage.
The institution's Z-score of 1.039 places it in the medium-risk category, a significant departure from the very low-risk national average of -0.515. This discrepancy constitutes a monitoring alert, as this level of redundant output is unusual within the national scientific landscape. A high value in this indicator warns of the potential practice of data fragmentation, or 'salami slicing,' where a single coherent study is divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system, prioritizing volume over the generation of significant new knowledge.
