| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.650 | -0.062 |
|
Retracted Output
|
-0.503 | -0.050 |
|
Institutional Self-Citation
|
-0.045 | 0.045 |
|
Discontinued Journals Output
|
0.204 | -0.024 |
|
Hyperauthored Output
|
-1.202 | -0.721 |
|
Leadership Impact Gap
|
-0.587 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.289 | -0.515 |
Minnan Normal University presents a robust scientific integrity profile, with an overall risk score of -0.319 that indicates a performance notably stronger than the global average. The institution demonstrates exceptional control in key areas of research practice, showing very low risk in Retracted Output, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. These strengths point to a solid culture of quality control, authorship transparency, and a commitment to external validation. However, two areas require strategic attention: a medium-risk level in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, suggesting vulnerabilities in affiliation policy and publication channel selection. According to SCImago Institutions Rankings data, the university's academic strengths are most prominent in Psychology, Agricultural and Biological Sciences, Biochemistry, Genetics and Molecular Biology, and Earth and Planetary Sciences. While the institution's specific mission statement was not available for this analysis, the identified risks, though moderate, could challenge the universal academic goals of excellence and social responsibility. Addressing these vulnerabilities will be crucial to ensure that institutional growth is built upon a foundation of unimpeachable scientific integrity. By reinforcing guidance on affiliation practices and publisher vetting, Minnan Normal University can fully align its operational conduct with its evident academic strengths, consolidating its reputation as a reliable and high-quality research institution.
The institution exhibits a Z-score of 0.650 in this indicator, a value that represents a moderate deviation from the national average of -0.062. This suggests 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, the elevated rate at the institution warrants a closer look. It may signal strategic attempts to inflate institutional credit or “affiliation shopping,” where researchers leverage multiple institutional names to maximize visibility or funding opportunities. A review of internal policies on affiliation declaration could help ensure that all listed affiliations correspond to substantive and transparent collaborations.
With a Z-score of -0.503, the institution demonstrates an exceptionally low rate of retracted publications, positioning it well below the already low national average of -0.050. This low-profile consistency indicates that the institution's robust quality control mechanisms are in sync with, and even exceed, the national standard for research integrity. Retractions can be complex, but an extremely low rate like this is a strong positive signal. It suggests that the systems for methodological and ethical supervision prior to publication are highly effective, preventing errors and potential malpractice from entering the scientific record and reinforcing a culture of rigorous, responsible research.
The institution's Z-score for self-citation is -0.045, placing it in the low-risk category and favorably contrasting with the medium-risk national average of 0.045. This demonstrates significant institutional resilience, as control mechanisms appear to be successfully mitigating the systemic risks of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but by maintaining a low rate, the university avoids the 'echo chambers' that can lead to endogamous impact inflation. This result indicates that the institution's work is being validated by the broader scientific community, reflecting genuine external influence rather than reliance on internal dynamics.
The university's Z-score of 0.204 in this area signals a medium-risk level, representing a moderate deviation from the low-risk national average of -0.024. This indicates that the institution is more susceptible than its peers to having its research published in channels that fail to meet long-term quality and ethical standards. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination venues. This pattern exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among its researchers to avoid channeling valuable scientific work into 'predatory' or low-quality publications that ultimately disappear from the scholarly landscape.
With a Z-score of -1.202, the institution shows a near-total absence of hyper-authored publications, a figure significantly lower than the national average of -0.721. This alignment with a low-risk profile demonstrates an exemplary approach to authorship. Outside of 'Big Science' contexts where large author lists are normal, high rates can indicate authorship inflation. The institution's very low score is a clear sign of transparent and accountable authorship practices, effectively preventing the dilution of individual responsibility and steering clear of 'honorary' or political authorship, which can compromise research integrity.
The institution's Z-score of -0.587 reflects a low-risk gap, but it marks a slight divergence from the very low-risk national benchmark of -0.809. This suggests that the institution shows minor signals of risk activity that are not prevalent across the country. While the gap is not wide, its presence indicates a subtle dependency on external partners for achieving high-impact research. A positive gap can signal that scientific prestige is more exogenous than structural. This finding invites a strategic reflection on how to bolster the institution's own intellectual leadership to ensure that its high-impact science is a direct result of its internal capacity and long-term vision.
The institution's Z-score of -1.413 is exceptionally low, indicating a state of preventive isolation from the risk dynamics observed at the national level, where the average is a medium-risk 0.425. This stark contrast highlights a robust institutional culture that does not encourage or permit extreme individual publication volumes. Such volumes often challenge the limits of meaningful intellectual contribution and can point to risks like coercive authorship or 'salami slicing.' The university's excellent result in this area suggests a healthy balance that prioritizes the quality and integrity of the scientific record over the sheer quantity of output.
With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals, performing better than the low-risk national average of -0.010. This consistency with a low-risk profile is a positive indicator of the institution's commitment to external validation. Excessive dependence on in-house journals can create conflicts of interest and risks of academic endogamy, where research bypasses independent peer review. By favoring external publication channels, the institution ensures its scientific production is subject to standard competitive validation, enhancing its global visibility and credibility.
The institution's Z-score of -0.289 places it in the low-risk category, yet it represents a slight divergence from the national average of -0.515, which is in the very low-risk tier. This indicates that the university shows faint signals of risk activity not commonly seen in the rest of the country. A high rate of bibliographic overlap can indicate 'salami slicing,' where studies are fragmented into minimal units to inflate productivity. While the current level is not alarming, it warrants monitoring to ensure that the institutional culture continues to prioritize the publication of significant, coherent new knowledge over artificially increasing publication counts.
