| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.085 | -0.062 |
|
Retracted Output
|
0.427 | -0.050 |
|
Institutional Self-Citation
|
-0.639 | 0.045 |
|
Discontinued Journals Output
|
0.158 | -0.024 |
|
Hyperauthored Output
|
-0.760 | -0.721 |
|
Leadership Impact Gap
|
-1.161 | -0.809 |
|
Hyperprolific Authors
|
-0.641 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.607 | -0.515 |
Shantou University presents a balanced scientific integrity profile, with an overall risk score of -0.081 that indicates a solid operational foundation. The institution demonstrates notable strengths in areas critical to research quality and sustainability, exhibiting exceptional control over redundant publications, impact dependency, and output in institutional journals, often performing better than the national average. Furthermore, the university shows significant resilience by effectively mitigating national trends toward high institutional self-citation and hyperprolific authorship. However, areas requiring strategic attention have been identified, specifically in the moderate risk levels for multiple affiliations, retracted output, and publications in discontinued journals, which deviate from the lower-risk national context. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Veterinary, Arts and Humanities, Social Sciences, and Medicine. While the institution's formal mission was not available for this analysis, these identified risks could challenge the universal academic values of excellence and social responsibility. A higher rate of retractions or publications in low-quality journals, for instance, directly contradicts the pursuit of robust and ethical knowledge. By proactively addressing these specific vulnerabilities, Shantou University can reinforce its strong integrity framework, protect its reputational capital, and ensure its research practices fully align with its academic strengths and commitment to global excellence.
With a Z-score of 0.085, Shantou University shows a higher incidence of multiple affiliations compared to the national average of -0.062. This moderate deviation suggests the institution is more sensitive to factors driving this practice than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this divergence from the national norm warrants a review. It is important to ascertain whether this trend reflects a successful collaborative strategy or signals potential "affiliation shopping" aimed at inflating institutional credit, ensuring that all affiliations add substantive value to the research process.
The institution's Z-score for retracted publications is 0.427, a figure that moderately deviates from the national average of -0.050. This suggests a greater sensitivity to the underlying causes of retractions compared to the rest of the country. A rate significantly higher than the norm serves as an alert that pre-publication quality control mechanisms may be failing more frequently than expected. This situation calls for a qualitative verification by management to understand the root causes and determine whether they stem from recurring methodological weaknesses or a vulnerability in the institution's integrity culture that requires immediate attention.
Shantou University demonstrates a Z-score of -0.639 in institutional self-citation, which is significantly lower than the national average of 0.045. This result indicates strong institutional resilience, as the university successfully avoids the systemic risk of endogamous citation practices observed at the national level. A certain level of self-citation is natural, but by maintaining a low rate, the institution mitigates the risk of creating scientific 'echo chambers' and ensures its work is validated by the broader external academic community. This profile suggests that the institution's academic influence is based on global recognition rather than being inflated by internal dynamics.
The university's Z-score for publications in discontinued journals is 0.158, marking a moderate deviation from the national average of -0.024. This indicates a greater institutional exposure to this risk factor compared to its peers. A high proportion of output in such journals is a critical alert regarding the due diligence applied in selecting dissemination channels. This score suggests that a portion of the university's research is being channeled through media that may not meet international ethical or quality standards, posing a reputational risk and highlighting a need to enhance information literacy among researchers to avoid predatory or low-quality publishing practices.
With a Z-score of -0.760, the institution's rate of hyper-authored output is statistically normal and aligns closely with the national average of -0.721. This indicates that the university's authorship patterns are consistent with the expectations for its context and size. The data does not suggest any unusual inflation in author lists outside of disciplines where it is conventional, such as 'Big Science'. This alignment reflects a standard approach to collaboration and credit attribution, with no signals of widespread 'honorary' or political authorship practices that would dilute individual accountability.
Shantou University exhibits a Z-score of -1.161 for this indicator, a sign of total operational silence where risk signals are absent even when compared to the low national average of -0.809. This exceptionally strong result indicates a healthy and sustainable impact model. It suggests that the institution's scientific prestige is not dependent on external partners but is driven by genuine internal capacity and intellectual leadership. This performance effectively mitigates the risk of cultivating an exogenous prestige, demonstrating that its high-impact research is structural and self-sufficient.
The institution's Z-score of -0.641 for hyperprolific authors is notably lower than the national average of 0.425. This demonstrates effective institutional resilience, as internal control mechanisms appear to successfully mitigate the systemic risks of extreme publication volumes that are more prevalent at the national level. By maintaining a low rate, the university avoids the potential imbalances between quantity and quality that can arise from hyper-productivity. This suggests a culture that prioritizes the integrity of the scientific record over the inflation of metrics, discouraging practices like coercive authorship or authorship assignment without meaningful contribution.
With a Z-score of -0.268, the university shows a very low rate of publication in its own journals, a figure that is consistent with the low-risk national context (Z-score of -0.010). This absence of risk signals aligns with the national standard and points to healthy dissemination practices. By not relying excessively on in-house journals, the institution avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, thereby enhancing its global visibility and validating its research through standard competitive channels.
Shantou University's Z-score for redundant output is -0.607, indicating a total operational silence on this risk factor and performing even better than the already low national average of -0.515. This excellent result suggests a strong institutional focus on producing substantive and coherent research. The near-absence of signals for 'salami slicing'—the practice of fragmenting a study into minimal publishable units—demonstrates a culture that prioritizes the generation of significant new knowledge over the artificial inflation of publication volume, thereby contributing positively to the integrity of the scientific record.