| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.841 | -0.062 |
|
Retracted Output
|
-0.400 | -0.050 |
|
Institutional Self-Citation
|
0.293 | 0.045 |
|
Discontinued Journals Output
|
-0.231 | -0.024 |
|
Hyperauthored Output
|
-0.796 | -0.721 |
|
Leadership Impact Gap
|
-1.666 | -0.809 |
|
Hyperprolific Authors
|
0.481 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.828 | -0.515 |
Zhongkai University of Agriculture and Engineering demonstrates a robust overall integrity profile, marked by a commendable overall score of -0.211. The institution exhibits significant strengths in core areas of scientific practice, with exceptionally low-risk signals for retracted output, redundant publications, and impact dependency, indicating strong internal quality controls and a high degree of scientific autonomy. However, this solid foundation is contrasted by moderate-risk alerts in the rates of multiple affiliations, institutional self-citation, and hyperprolific authors, where the university's values exceed national averages. These specific vulnerabilities require strategic attention. The institution's academic excellence is clearly reflected in the SCImago Institutions Rankings, where it holds prominent national positions in key thematic areas such as Veterinary (55th), Social Sciences (71st), Chemistry (108th), and Agricultural and Biological Sciences (110th). While a specific mission statement was not available for analysis, the identified risks of potential academic endogamy or metric-driven publication strategies could challenge the universal academic goals of fostering objective excellence and maintaining public trust. To secure its trajectory, the university is advised to leverage its strong integrity framework to proactively investigate and mitigate these moderate-risk areas, ensuring its operational practices fully align with its demonstrated thematic leadership.
The institution presents a Z-score of 0.841, which signals a moderate deviation from the national Z-score 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, this heightened rate warrants a review to ensure that these practices are driven by genuine collaboration rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping.” A proactive verification of affiliation policies would help confirm that all declared institutional links represent substantive contributions.
With a Z-score of -0.400, the institution demonstrates an exceptionally low rate of retracted publications, which is consistent with and even improves upon the low-risk national environment (Z-score: -0.050). This absence of significant risk signals indicates that the university's quality control mechanisms prior to publication are robust and effective. Such a low value points to a strong culture of integrity and methodological rigor, minimizing the need for post-publication corrections and reinforcing the reliability of its scientific output.
The institution's Z-score of 0.293 in this area indicates a medium-risk profile. This signal is particularly noteworthy as it shows a higher exposure compared to the national average (Z-score: 0.045), which is also in the medium-risk category. A certain level of self-citation is natural, but this disproportionately high rate could signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This pattern warns of a potential risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution's Z-score of -0.231 reflects a prudent profile, as it is well below the national Z-score of -0.024. This indicates that the university manages its publication processes with more rigor than the national standard, effectively avoiding questionable dissemination channels. This careful selection of journals protects the institution from the severe reputational risks associated with 'predatory' or low-quality practices and demonstrates a strong commitment to channeling its research through credible and ethically sound venues.
With a Z-score of -0.796, the institution maintains a prudent profile that is more rigorous than the national standard (Z-score: -0.721). This low rate suggests that the university effectively distinguishes between necessary massive collaboration, typical in 'Big Science,' and practices of author list inflation. By maintaining control over this indicator, the institution promotes individual accountability and transparency in authorship, reinforcing a culture where credit is assigned based on meaningful contribution.
The institution's Z-score of -1.666 represents a state of total operational silence, indicating an almost complete absence of risk signals and performing significantly better than the already low-risk national average (Z-score: -0.809). This exceptionally low value is a strong positive indicator, suggesting that the university's scientific prestige is structural and internally driven. It demonstrates that its high-impact research is a result of its own intellectual leadership, showcasing a mature and sustainable scientific capacity that is not dependent on external partners for its excellence.
The institution's Z-score of 0.481 places it in the medium-risk category, showing a higher exposure to this risk than its national environment, which has a Z-score of 0.425. This elevated rate of authors with extreme publication volumes warrants attention, as it challenges the perceived limits of human capacity for meaningful intellectual contribution. This signal alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals for publication, a positive signal that is consistent with the low-risk national context (Z-score: -0.010). This absence of risk demonstrates a clear commitment to external validation and global visibility. By predominantly choosing to publish in independent, external journals, the university avoids potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes standard competitive peer review and contributes to the global academic conversation.
The institution exhibits total operational silence in this area with a Z-score of -0.828, a figure that indicates an absence of risk signals far below the national average (Z-score: -0.515). This exceptionally low rate of bibliographic overlap between publications is a strong indicator of a research culture that prioritizes substance over volume. It suggests that the university's researchers are focused on producing significant new knowledge rather than artificially inflating productivity by dividing studies into minimal publishable units, thereby upholding the integrity of the scientific evidence base.