| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.732 | -0.062 |
|
Retracted Output
|
4.822 | -0.050 |
|
Institutional Self-Citation
|
-1.339 | 0.045 |
|
Discontinued Journals Output
|
1.829 | -0.024 |
|
Hyperauthored Output
|
-1.358 | -0.721 |
|
Leadership Impact Gap
|
0.323 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
1.442 | -0.515 |
Shangluo University presents a complex integrity profile, with an overall risk score of 1.771 indicating a medium level of exposure. The institution demonstrates significant strengths in maintaining low-risk practices related to authorship and citation, specifically showing very low rates of institutional self-citation, hyper-authored output, and hyperprolific authors. These areas suggest a culture that values external validation and appropriate credit attribution. However, these strengths are offset by critical vulnerabilities, most notably a significant risk in the Rate of Retracted Output, alongside medium-risk signals in multiple affiliations, publication in discontinued journals, impact dependency, and redundant publications. The institution demonstrates notable research activity in specific fields, as evidenced by its national rankings in the SCImago Institutions Rankings, including Agricultural and Biological Sciences and Chemistry. While the institution's specific mission statement was not available for this analysis, these findings must be viewed through the lens of universal academic values. The high rate of retractions and publication in questionable journals directly undermines the pursuit of research excellence and social responsibility. To secure its long-term reputation, Shangluo University is encouraged to leverage its strengths in authorship integrity as a foundation for developing robust quality control and due diligence mechanisms in its publication and collaboration strategies.
The institution exhibits a Z-score of 1.732, a medium-risk value that moderately deviates from the national average of -0.062 (low risk). This suggests that Shangluo University shows a greater sensitivity to risk factors in this area than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate could signal strategic attempts to inflate institutional credit or “affiliation shopping.” This divergence from the national norm warrants a review to ensure that all affiliations are substantive and reflect genuine collaborative contributions rather than a purely tactical approach to performance metrics.
A Z-score of 4.822 places the institution in the significant risk category, creating a severe discrepancy with the national average of -0.050 (low risk). This risk activity is highly atypical for the national context and requires a deep integrity assessment. Retractions are complex, but a rate this far above the global average alerts to a critical vulnerability in the institution's integrity culture. The data strongly suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification and intervention by management to protect the institution's scientific reputation.
With a Z-score of -1.339 (very low risk), the institution demonstrates a commendable preventive isolation from the national trend, where the average is 0.045 (medium risk). This result indicates that Shangluo University does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the institution's exceptionally low rate signals robust integration with the global scientific community and a reliance on external scrutiny for validation. This practice effectively avoids the creation of 'echo chambers' and confirms that the institution's academic influence is driven by broad recognition rather than endogamous or internal dynamics.
The institution's Z-score of 1.829 (medium risk) shows a moderate deviation from the country's low-risk average of -0.024. This indicates the center has a greater sensitivity than its peers to the risk of publishing in low-quality outlets. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score suggests that a portion of the university's scientific production is being channeled through media 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.
Shangluo University's Z-score of -1.358 (very low risk) shows a low-profile consistency with the national standard of -0.721 (low risk). The absence of risk signals in this area aligns with the national environment, indicating that the institution's authorship practices are well-managed. This low rate confirms that, even in collaborative contexts, the institution is not prone to author list inflation. This reflects a culture of transparency and individual accountability, distinguishing between necessary collaboration and potentially problematic 'honorary' authorship practices.
The institution presents a Z-score of 0.323 (medium risk), which constitutes a monitoring alert as it is an unusual risk level compared to the national standard of -0.809 (very low risk). This wide positive gap suggests that the institution's scientific prestige may be dependent and exogenous, not structural. The data indicates a potential sustainability risk, where high-impact publications are achieved through collaborations in which the institution does not exercise intellectual leadership. This divergence from the national norm invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in partnerships that do not build core scientific strength.
With a Z-score of -1.413 (very low risk), the institution demonstrates preventive isolation from the national context, which shows a medium-risk average of 0.425. This result indicates that Shangluo University does not replicate the risk dynamics of hyper-productivity observed elsewhere in the country. This very low indicator points to a healthy balance between the quantity and quality of output, suggesting the absence of practices like coercive authorship or authorship assignment without real participation. It reflects an environment where the integrity of the scientific record is prioritized over the inflation of individual metrics.
The institution's Z-score of -0.268 (very low risk) demonstrates low-profile consistency with the national average of -0.010 (low risk). The absence of risk signals in this indicator aligns with the national standard, showing a healthy approach to dissemination. This low rate indicates that the university avoids excessive dependence on its own journals, thereby mitigating potential conflicts of interest and academic endogamy. By prioritizing external, independent peer review, the institution ensures its scientific production is competitively validated and achieves greater global visibility, rather than using internal channels as potential 'fast tracks' for publication.
A Z-score of 1.442 (medium risk) represents a monitoring alert, as this is an unusual risk level when compared to the national standard of -0.515 (very low risk). This discrepancy suggests that the institution may be engaging in data fragmentation or 'salami slicing' at a rate not seen in the broader national context. This practice, where a coherent study is divided into minimal publishable units to artificially inflate productivity, distorts the available scientific evidence and overburdens the review system. The university should review its publication patterns to ensure that research is presented with substance and prioritizes significant new knowledge over sheer volume.