| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.323 | -0.062 |
|
Retracted Output
|
-0.277 | -0.050 |
|
Institutional Self-Citation
|
0.205 | 0.045 |
|
Discontinued Journals Output
|
0.016 | -0.024 |
|
Hyperauthored Output
|
-0.964 | -0.721 |
|
Leadership Impact Gap
|
-1.453 | -0.809 |
|
Hyperprolific Authors
|
-0.010 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.741 | -0.515 |
Guangzhou University presents a commendable scientific integrity profile, underscored by an overall risk score of -0.223, which indicates a general alignment with international best practices. The institution demonstrates exceptional control and very low risk in critical areas such as research leadership impact (Ni_difference), the prevention of redundant publications (Salami_slicing), and the appropriate use of institutional journals. However, this strong foundation is contrasted by moderate risk signals in the rates of Multiple Affiliations, Institutional Self-Citation, and publication in Discontinued Journals, which require strategic attention. This integrity landscape is particularly relevant given the university's notable academic strengths, as evidenced by SCImago Institutions Rankings data, which places it among the top institutions in China for disciplines like Economics, Econometrics and Finance (Top 60), Psychology (Top 60), Social Sciences (Top 65), and Computer Science (Top 66). The university's mission to "cultivate creative talents meeting the demands of the domestic and international economic and social development" is directly challenged by any practice that suggests academic insularity or a lack of due diligence. To fully align its operational practices with its strategic vision, it is recommended that Guangzhou University refines its policies on author affiliation, citation ethics, and journal selection to ensure its research impact is both authentic and globally recognized, thereby reinforcing its commitment to excellence.
The institution presents a Z-score of 0.323, while the national average is -0.062. This moderate deviation indicates that the university shows a greater sensitivity to risk factors associated with multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this higher-than-average rate signals a potential strategic attempt to inflate institutional credit. This divergence from the national norm warrants a closer examination of authorship policies to ensure all affiliations are substantive and do not constitute "affiliation shopping," thereby safeguarding the transparency of institutional contributions.
The institution presents a Z-score of -0.277, compared to a national average of -0.050. This prudent profile suggests that the university manages its publication processes with more rigor than the national standard. Retractions are complex events, but a rate significantly below the average indicates that quality control mechanisms prior to publication are likely robust and effective. This suggests a healthy culture of integrity and methodological soundness, where potential errors are addressed before they enter the scientific record, reflecting responsible supervision.
The institution presents a Z-score of 0.205, notably higher than the national average of 0.045. This indicates a high exposure to risks associated with academic insularity. The university is more prone to institutional self-citation than its environment, which can signal the formation of 'echo chambers' where work is validated internally rather than by the broader external scientific community. While a certain level of self-citation is natural, this elevated rate warns of potential endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition.
The institution presents a Z-score of 0.016, in contrast to the national average of -0.024. This moderate deviation highlights that the university shows greater sensitivity to the risk of publishing in questionable outlets than its peers. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid 'predatory' practices.
The institution presents a Z-score of -0.964, which is significantly lower than the national average of -0.721. This prudent profile demonstrates that the university manages its authorship practices with more rigor than the national standard, showing a lower incidence of hyper-authored publications. This approach helps maintain individual accountability and transparency. By effectively avoiding the trend of author list inflation outside of legitimate "Big Science" contexts, the institution reinforces the value of meaningful contribution over practices like 'honorary' or political authorship.
The institution presents a Z-score of -1.453, indicating a stronger performance than the already low-risk national average of -0.809. This signals a total operational silence in this risk area, reflecting an exceptionally robust and independent research capacity. The minimal gap between its overall impact and the impact of work where it holds leadership—a gap even smaller than the national norm—suggests that the university's scientific prestige is structural and internally generated, not dependent on external partners. This is a clear indicator of high intellectual leadership and sustainable research excellence.
The institution presents a Z-score of -0.010, starkly contrasting with the national average of 0.425, which falls in the medium-risk category. This demonstrates significant institutional resilience, as the university's control mechanisms appear to effectively mitigate the country's systemic risks related to hyperprolificacy. While extreme individual publication volumes can challenge the limits of meaningful intellectual contribution, the university's low-risk profile suggests that its policies successfully prevent potential imbalances between quantity and quality, curbing risks such as coercive authorship or credit assigned without real participation.
The institution presents a Z-score of -0.268, compared to a national average of -0.010. This low-profile consistency shows that the absence of risk signals at the university aligns with the national standard. The data suggests a healthy and appropriate use of in-house journals, likely for their intended purpose of training or local dissemination, without creating conflicts of interest. By avoiding excessive dependence on these channels, the university ensures its research undergoes independent external peer review, which is essential for maintaining global visibility and competitive validation.
The institution presents a Z-score of -0.741, which is even lower than the very low-risk national average of -0.515. This signifies total operational silence in this risk area, pointing to an exemplary institutional culture that prioritizes significant new knowledge over artificially inflating publication metrics. The data strongly suggests a clear rejection of 'salami slicing,' where a single study is fragmented into minimal publishable units. This commitment upholds the integrity of the scientific evidence base and shows respect for the academic review system.
