| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.889 | -0.062 |
|
Retracted Output
|
-0.240 | -0.050 |
|
Institutional Self-Citation
|
-0.944 | 0.045 |
|
Discontinued Journals Output
|
0.903 | -0.024 |
|
Hyperauthored Output
|
-0.806 | -0.721 |
|
Leadership Impact Gap
|
1.020 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Mianyang Normal University presents a balanced scientific integrity profile, with an overall score of -0.067 that indicates general alignment with expected research norms. The institution demonstrates significant strengths in maintaining a very low risk of institutional self-citation, hyperprolific authorship, redundant output, and publication in its own journals. These areas form a solid foundation of research ethics. However, this is contrasted by medium-risk indicators in the rate of multiple affiliations, publication in discontinued journals, and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. The SCImago Institutions Rankings highlight the university's strongest thematic areas in Physics and Astronomy, Earth and Planetary Sciences, Mathematics, and Energy. While a specific institutional mission was not available for this analysis, the identified vulnerabilities—particularly the dependency on external leadership for impact—could pose a long-term challenge to any mission centered on achieving sustainable, sovereign research excellence and global recognition. To secure its strategic vision, the university is advised to leverage its robust integrity framework to proactively address these specific risk areas, thereby ensuring its thematic strengths are built upon a foundation of both ethical and sustainable research practices.
The institution's Z-score of 0.889 for this indicator shows a moderate deviation from the national standard, which stands at a Z-score of -0.062. This suggests the university is more sensitive than its national peers to practices involving multiple institutional affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review to ensure that these are not strategic attempts to inflate institutional credit or a sign of “affiliation shopping.” A proactive verification of affiliation policies could reinforce transparency and ensure that all credited contributions are substantive.
With a Z-score of -0.240, the institution displays a prudent profile that is more rigorous than the national standard (Z-score of -0.050). This favorable result indicates that the university's quality control and supervision mechanisms are effective in minimizing the incidence of retracted publications. Retractions can be complex events, but a rate lower than the national average suggests a strong institutional culture of integrity and methodological rigor, where potential errors are likely identified and corrected before they can escalate, thereby safeguarding the scientific record.
The university demonstrates a clear preventive isolation from national trends, with a Z-score of -0.944 in a country context where this indicator is a medium risk (Z-score of 0.045). This result is highly positive, indicating that the institution does not replicate the risk dynamics of academic endogamy observed elsewhere. A certain level of self-citation is natural, but the university's very low rate shows it successfully avoids the "echo chambers" that can inflate impact through internal validation. This suggests that the institution's academic influence is genuinely recognized by the external and global scientific community, not just by its own researchers.
The institution's Z-score of 0.903 represents a moderate deviation from the national average (Z-score of -0.024), indicating a greater institutional sensitivity to this risk factor. This elevated score is a critical alert regarding due diligence in selecting dissemination channels. It suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy and guidance for researchers to avoid wasting resources on 'predatory' or low-quality publishing practices.
The institution manages its collaborative processes with more rigor than the national standard, showing a Z-score of -0.806 compared to the country's -0.721. This prudent profile suggests that the university is effectively distinguishing between necessary large-scale collaboration and practices of author list inflation. By maintaining a lower rate of hyper-authored output, the institution reinforces individual accountability and transparency in its research, mitigating the risk of 'honorary' or political authorships that can dilute the meaning of scientific contribution.
A monitoring alert is raised by the institution's Z-score of 1.020, an unusual and high-risk level when compared to the very low-risk national standard of -0.809. This wide positive gap signals a potential sustainability risk, suggesting that the university's scientific prestige may be dependent and exogenous, not structural. The data indicates that while the institution participates in high-impact research, its own intellectual leadership in these collaborations is comparatively low. This invites strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in partnerships where it does not lead the research agenda.
The university shows a commendable preventive isolation from national trends in this area, with a Z-score of -1.413 in a country where this is a medium-risk factor (Z-score of 0.425). This very low rate indicates that the institution does not replicate the risk dynamics associated with extreme individual publication volumes. By avoiding hyperprolificacy, the university effectively mitigates risks such as coercive authorship, data fragmentation, or authorship assigned without real participation. This fosters an environment that prioritizes the quality and integrity of the scientific record over the sheer quantity of publications.
With a Z-score of -0.268, the institution demonstrates low-profile consistency, as its absence of risk signals aligns with the low-risk national standard (Z-score of -0.010). This indicates that the university is not overly reliant on its own journals for dissemination. This practice is a sign of good governance, as it avoids potential conflicts of interest where the institution might act as both judge and party. By favoring external, independent peer review, the university ensures its research undergoes standard competitive validation, enhances its global visibility, and prevents the use of internal channels as potential 'fast tracks' to inflate publication counts.
The institution exhibits total operational silence in this indicator, with a Z-score of -1.186 that is even lower than the already low national average of -0.515. This excellent result shows an absence of risk signals related to data fragmentation or 'salami slicing.' It suggests that researchers at the university are focused on publishing coherent, significant studies rather than artificially inflating productivity by dividing work into minimal publishable units. This commitment to substance over volume strengthens the integrity of the scientific evidence produced and respects the resources of the peer-review system.
