| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.248 | -0.062 |
|
Retracted Output
|
-0.447 | -0.050 |
|
Institutional Self-Citation
|
-1.091 | 0.045 |
|
Discontinued Journals Output
|
-0.454 | -0.024 |
|
Hyperauthored Output
|
-0.226 | -0.721 |
|
Leadership Impact Gap
|
-1.273 | -0.809 |
|
Hyperprolific Authors
|
0.278 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.468 | -0.515 |
Peking University Shenzhen Graduate School demonstrates a robust scientific integrity profile, with an overall risk score of -0.352 that indicates performance well above the global average. The institution exhibits exceptional strength in areas critical to research quality, showing very low risk in Retracted Output, Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output. These results point to mature and effective quality control systems. The primary areas for strategic attention are the Rate of Multiple Affiliations and the Rate of Hyperprolific Authors, both of which register a medium risk level. According to SCImago Institutions Rankings data, the institution's scientific excellence is most pronounced in Arts and Humanities, Computer Science, Biochemistry, Genetics and Molecular Biology, and Chemistry. While a specific mission statement was not available for this analysis, the identified medium-risk indicators could challenge the principles of transparency and individual accountability inherent in any mission of academic excellence. By addressing these specific vulnerabilities, the institution can further solidify its position as a leader in responsible and high-impact research, ensuring its operational practices fully align with its demonstrated scientific strengths.
The institution's Z-score of 0.248 shows a moderate deviation from the national average of -0.062. This suggests that the center is more exposed to the risk factors associated with multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review. It is crucial to ensure that these affiliations reflect genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," which could compromise the transparency of institutional contributions.
With a Z-score of -0.447, the institution displays an almost complete absence of risk signals, a figure that is significantly stronger than the already low-risk national average of -0.050. This low-profile consistency indicates that the institution's quality control and supervision mechanisms are exceptionally effective. Such a low rate suggests that potential methodological errors are identified and corrected prior to publication, reflecting a mature culture of integrity and responsible research conduct that prevents the systemic failures that can lead to retractions.
The institution exhibits a state of preventive isolation with a Z-score of -1.091, in stark contrast to the medium-risk national average of 0.045. This result demonstrates that the institution does not replicate the risk dynamics observed in its environment. The extremely low rate of self-citation indicates that the institution's work is validated by broad external scrutiny from the global scientific community, successfully avoiding the "echo chambers" or endogamous impact inflation that can arise when an institution's influence is oversized by internal dynamics.
The institution's Z-score of -0.454 is markedly lower than the national average of -0.024, demonstrating low-profile consistency and an absence of risk signals that aligns with the national standard. This excellent result indicates that the institution exercises strong due diligence in selecting dissemination channels for its research. By avoiding journals that fail to meet international ethical or quality standards, the institution effectively mitigates severe reputational risks and ensures its resources are not wasted on predatory or low-quality publication practices.
While both the institution (Z-score: -0.226) and the country (Z-score: -0.721) operate within a low-risk context, the institution's score is comparatively higher, signaling an incipient vulnerability. This suggests that while not yet a significant issue, there are signals of authorship patterns that warrant review before they escalate. It is important to proactively distinguish between necessary massive collaboration, which is legitimate in certain fields, and potential 'honorary' or political authorship practices that can dilute individual accountability and transparency.
The institution's Z-score of -1.273 represents a state of total operational silence for this indicator, performing even better than the very low-risk national average of -0.809. This outstanding result strongly indicates that the institution's scientific prestige is sustainable and built upon genuine internal capacity. The impact of its research is driven by projects where it exercises intellectual leadership, rather than being dependent on external partners, reflecting a structurally sound and autonomous model for generating high-impact science.
The institution (Z-score: 0.278) and the country (Z-score: 0.425) both show a medium risk level, pointing to a systemic pattern. However, the institution's lower score suggests a differentiated management approach that moderates risks that appear more common nationally. Although the presence of authors with extreme publication volumes requires attention to prevent imbalances between quantity and quality, the data shows the institution exercises more control than its peers, mitigating potential risks like coercive authorship or the assignment of credit without real participation.
With a Z-score of -0.268, the institution demonstrates a near-total absence of this risk, performing significantly better than the low-risk national average of -0.010. This low-profile consistency reflects a strong commitment to external, independent validation. By avoiding reliance on in-house journals, the institution sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production is vetted through standard competitive peer review and achieves greater global visibility.
The institution's Z-score of -0.468 is nearly identical to the national average of -0.515, with both at a very low-risk level. This demonstrates a perfect integrity synchrony, indicating total alignment with a national environment of maximum scientific security. The data confirms that the institution's publication strategy prioritizes the dissemination of significant new knowledge over the artificial inflation of productivity metrics through practices like "salami slicing," thereby protecting the integrity of the scientific record.
