| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.775 | -0.062 |
|
Retracted Output
|
0.192 | -0.050 |
|
Institutional Self-Citation
|
0.615 | 0.045 |
|
Discontinued Journals Output
|
0.008 | -0.024 |
|
Hyperauthored Output
|
0.101 | -0.721 |
|
Leadership Impact Gap
|
-1.476 | -0.809 |
|
Hyperprolific Authors
|
0.316 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.123 | -0.515 |
Guangxi Normal University demonstrates a commendable overall integrity profile, reflected in a low aggregate risk score of 0.110. The institution's primary strengths lie in its robust intellectual leadership, evidenced by a minimal gap between its overall research impact and the impact of its self-led projects, and its avoidance of academic endogamy, with very low rates of publication in its own journals. However, this solid foundation is contrasted by a pattern of moderate risk across several indicators—including multiple affiliations, retractions, and output in discontinued journals—where the university deviates from the more conservative national averages. These signals suggest a need for proactive governance to align research practices with the institution's notable academic achievements. According to SCImago Institutions Rankings data, the university excels in key thematic areas, securing strong national positions in Pharmacology, Toxicology and Pharmaceutics; Energy; Chemistry; and Social Sciences. While the specific institutional mission was not available for this analysis, any commitment to research excellence and social responsibility is potentially undermined by the identified medium-level risks. These risks, if unaddressed, could create a disconnect between the university's strategic goals and its operational reality. A focused effort to reinforce integrity policies will be crucial to protect its reputation and ensure that its impressive thematic strengths are built upon a foundation of unimpeachable scientific practice.
The institution presents a Z-score of 0.775, which contrasts with the national average of -0.062. This moderate deviation indicates that the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate suggests a need to verify that these practices are driven by genuine collaboration rather than strategic attempts to inflate institutional credit. The divergence from the national norm warrants a review to ensure that affiliation policies are transparent and consistently applied, safeguarding the institution's academic reputation.
With a Z-score of 0.192 compared to the country's average of -0.050, the institution displays a moderate deviation from the national standard. This suggests a higher sensitivity to factors leading to retractions than is typical for its environment. Retractions are complex events, and a rate significantly higher than the average can alert to a vulnerability in the institution's integrity culture. This score suggests that quality control mechanisms prior to publication may be facing challenges, indicating that possible recurring malpractice or a lack of methodological rigor could be present and requires immediate qualitative verification by management to prevent systemic issues.
The university's Z-score for institutional self-citation is 0.615, significantly higher than the national average of 0.045. Although both are within the same risk category, this high exposure indicates that the center is more prone to showing alert signals than its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value 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 community.
The institution's Z-score of 0.008 for publications in discontinued journals marks a moderate deviation from the national average of -0.024. This indicates a greater institutional sensitivity to this risk compared to its peers. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The current score suggests that a portion of the university's scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to reputational risks. This highlights a potential need for enhanced information literacy programs to help researchers avoid wasting resources on 'predatory' or low-quality publication practices.
With a Z-score of 0.101, the university shows a moderate deviation from the national average of -0.721, indicating a greater tendency toward hyper-authorship than its peers. In fields outside of 'Big Science,' where extensive author lists are not standard, a high Z-score can indicate author list inflation, which dilutes individual accountability and transparency. This signal suggests a need to review authorship practices to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship, ensuring that credit is assigned appropriately and responsibly.
The institution exhibits a Z-score of -1.476, a figure that signifies total operational silence on this indicator and is even more favorable than the national average of -0.809. This result is exceptionally positive, indicating an absence of risk signals. It demonstrates that the university's scientific prestige is not dependent on external partners but is structurally generated by its own internal capacity. The impact of research led by the institution is strong and self-sufficient, reflecting a high degree of intellectual leadership and research sustainability, a key strength in its academic profile.
The university's Z-score of 0.316 is below the national average of 0.425, demonstrating differentiated management of a risk that appears more common in the country. This indicates that the institution effectively moderates the prevalence of hyperprolific authors compared to its national context. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. The university's controlled score suggests a healthy balance between quantity and quality, successfully mitigating risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a complete absence of risk signals, a low-profile consistency that aligns with the national standard (Z-score of -0.010). This indicates that the university avoids excessive dependence on its own publication channels. By doing so, it successfully mitigates potential conflicts of interest where an institution acts as both judge and party in the scientific validation process. This practice ensures that its scientific production undergoes independent external peer review, which enhances its global visibility and confirms its commitment to standard competitive validation over internal 'fast tracks'.
The institution's Z-score of 0.123 for redundant output represents a monitoring alert, as it is an unusual risk level for a national standard that is virtually risk-free (Z-score of -0.515). This significant disparity requires a review of its causes. While citing previous work is necessary, this score alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing.' Such a pattern can distort the available scientific evidence and overburden the review system. An internal assessment is recommended to ensure that publication strategies prioritize the generation of significant new knowledge over the maximization of output volume.
