| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.166 | -0.062 |
|
Retracted Output
|
-0.493 | -0.050 |
|
Institutional Self-Citation
|
-0.891 | 0.045 |
|
Discontinued Journals Output
|
0.561 | -0.024 |
|
Hyperauthored Output
|
-1.167 | -0.721 |
|
Leadership Impact Gap
|
0.406 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
3.853 | -0.515 |
Jiaying University demonstrates a generally positive scientific integrity profile, reflected in its overall risk score of 0.023. The institution exhibits significant strengths in maintaining low-risk levels for key indicators such as Retracted Output, Institutional Self-Citation, Hyper-Authored Output, and Hyperprolific Authors, suggesting robust internal controls over individual and editorial practices. However, this solid foundation is contrasted by a critical anomaly in the Rate of Redundant Output (Salami Slicing) and moderate alerts in Multiple Affiliations, Output in Discontinued Journals, and the impact gap between led and total research. Thematically, according to SCImago Institutions Rankings data, the university shows its strongest positioning in Energy, Chemistry, Earth and Planetary Sciences, and Biochemistry, Genetics and Molecular Biology. While the institution's specific mission was not available for this analysis, any commitment to academic excellence and social responsibility is fundamentally challenged by practices that prioritize publication volume over substantive contribution. The critical risk of redundant output, in particular, could undermine the credibility of its strongest research areas. It is recommended that the university leverage its clear strengths in research integrity to implement targeted policies and training aimed at mitigating these specific, high-risk vulnerabilities, thereby ensuring its scientific output is both impactful and unimpeachable.
Jiaying University presents a Z-score of 1.166, which indicates a moderate deviation from the national average for China (-0.062). This suggests the institution shows a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations are often legitimate, this elevated rate warrants a review of institutional policies to ensure that co-authorships reflect genuine, substantive collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," which could artificially boost rankings without a corresponding increase in genuine scientific contribution.
The institution's Z-score of -0.493 is well within the very low-risk category, aligning perfectly with the low-risk national standard (-0.050). This low-profile consistency demonstrates the absence of significant risk signals related to post-publication corrections. This score suggests that the university's quality control and supervision mechanisms prior to publication are functioning effectively, preventing the systemic failures that can lead to a high rate of retractions and safeguarding its scientific reputation.
With a Z-score of -0.891, Jiaying University shows a preventive isolation from the risk dynamics observed at the national level, where the average is 0.045. This very low rate is a positive indicator of the institution's integration into the global scientific community. It suggests that the university's work is validated through broad external scrutiny rather than within an internal 'echo chamber,' effectively mitigating the risk of endogamous impact inflation and demonstrating that its academic influence is recognized by the wider research world.
The university's Z-score of 0.561 represents a moderate deviation from the national average of -0.024, indicating a greater institutional tendency to publish in questionable channels. This score serves as a critical alert regarding the due diligence exercised in selecting dissemination media. It suggests that a portion of the university's scientific production is being channeled through journals that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for improved information literacy to avoid predatory practices.
Jiaying University's Z-score of -1.167 is significantly lower than the national average (-0.721), demonstrating a consistent and very low-risk profile in this area. This result indicates that the institution's authorship practices are well-aligned with disciplinary norms and are not prone to the inflation of author lists. This strong performance suggests a culture of accountability and transparency, effectively distinguishing between necessary large-scale collaboration and the questionable practice of honorary or political authorship.
The institution's Z-score of 0.406 constitutes a monitoring alert, as it is an unusual risk level when compared to the national standard of -0.809. This wide positive gap, where overall impact is notably higher than the impact of research led by the institution, signals a potential sustainability risk. It suggests that the university's scientific prestige may be significantly dependent on external partners and exogenous factors, rather than being built on its own structural capacity. This invites a strategic reflection on whether its excellence metrics are the result of genuine internal innovation or a dependency on collaborations where it does not exercise intellectual leadership.
With a Z-score of -1.413, the university demonstrates a preventive isolation from the risk of hyperprolific authorship, a stark contrast to the national average of 0.425. This very low score indicates that the institution does not replicate the risk dynamics observed in its environment. It points to a healthy academic culture that likely prioritizes the quality and integrity of the scientific record over sheer publication volume, successfully avoiding the potential for imbalances that can arise from extreme individual productivity.
The institution's Z-score of -0.268 shows a low-profile consistency with the national average (-0.010), indicating no significant risk in this area. This demonstrates that the university avoids excessive dependence on its own in-house journals for dissemination. By favoring external publication channels, the institution mitigates potential conflicts of interest and academic endogamy, ensuring its research undergoes independent peer review and achieves broader global visibility rather than being limited to internal 'fast tracks'.
Jiaying University's Z-score of 3.853 represents a critical anomaly, making it an absolute outlier in a national environment that is otherwise healthy (country average: -0.515). This extremely high value is a major red flag for the practice of 'salami slicing,' where a single coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This practice severely distorts the scientific evidence base and overburdens the peer-review system. An urgent and thorough audit of the institution's publication and authorship policies is imperative to address the root causes of this issue and protect its scientific integrity.