| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.381 | -0.062 |
|
Retracted Output
|
-0.428 | -0.050 |
|
Institutional Self-Citation
|
-0.630 | 0.045 |
|
Discontinued Journals Output
|
-0.301 | -0.024 |
|
Hyperauthored Output
|
-1.023 | -0.721 |
|
Leadership Impact Gap
|
-1.144 | -0.809 |
|
Hyperprolific Authors
|
-0.902 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.106 | -0.515 |
Zhejiang A & F University demonstrates a robust scientific integrity profile, reflected in a favorable overall score of -0.463. The institution exhibits exceptional strengths in multiple critical areas, with very low risk signals in retracted output, hyperprolific authorship, redundant publications, and a minimal gap between its overall impact and the impact of research under its direct leadership. This indicates a strong internal culture of quality control and intellectual ownership. The primary area requiring strategic attention is a moderate deviation in the Rate of Multiple Affiliations, which exceeds the national average. This single vulnerability contrasts with an otherwise exemplary integrity landscape. According to SCImago Institutions Rankings data, the university's scientific excellence is most prominent in key thematic areas such as Agricultural and Biological Sciences, Energy, Environmental Science, and Veterinary. While the institution's commitment to integrity aligns perfectly with the pursuit of excellence, unmanaged growth in multiple affiliations could pose a reputational risk, potentially suggesting that institutional credit is being inflated rather than earned through direct leadership. A proactive review of affiliation policies is recommended to ensure that collaborative practices transparently reflect genuine contributions, thereby safeguarding the university's well-earned reputation in its fields of strength.
The institution presents a Z-score of 0.381, which represents a moderate deviation from the national standard in China (Z-score: -0.062). This suggests the university shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a review. The data indicates a need to analyze whether these affiliations are consistently tied to substantive collaborations or if they could signal strategic attempts to inflate institutional credit through "affiliation shopping," a practice that could dilute the perceived value of the university's research contributions.
With a Z-score of -0.428, the institution demonstrates an exceptionally low rate of retracted publications, performing better than the already low-risk national profile (Z-score: -0.050). This low-profile consistency indicates that the university's quality control and supervision mechanisms are not only effective but exemplary. The virtual absence of these negative signals suggests a strong integrity culture where potential errors are likely identified and corrected prior to publication, reflecting a systemic commitment to methodological rigor and responsible research conduct that aligns with the highest national standards.
The university shows a Z-score of -0.630, a low-risk value that signals institutional resilience, particularly when compared to the medium-risk trend observed nationally (Z-score: 0.045). This indicates that the institution's internal control mechanisms are effectively mitigating the systemic risks of academic endogamy present in its environment. By maintaining a low rate of self-citation, the university demonstrates that its research is validated by the broader scientific community, avoiding the "echo chambers" that can inflate impact through internal dynamics rather than genuine global recognition.
The institution's Z-score of -0.301 reflects a prudent profile in its selection of publication venues, showing more rigor than the national standard (Z-score: -0.024). This superior performance indicates that the university's researchers are effectively exercising due diligence and avoiding channels that fail to meet international ethical or quality standards. This careful management helps protect the institution from the severe reputational risks associated with "predatory" practices and ensures that research resources are invested in credible, high-impact outlets.
With a Z-score of -1.023, the university maintains a prudent profile that is significantly more rigorous than the national standard (Z-score: -0.721). This result suggests a well-managed approach to authorship, effectively distinguishing between necessary massive collaboration in "Big Science" and the risk of author list inflation. The institution's low rate indicates that it successfully promotes transparency and individual accountability, mitigating the risk of "honorary" or political authorship practices that can devalue the meaning of scholarly contribution.
The institution exhibits a Z-score of -1.144, signifying a near-total operational silence in this risk indicator and performing even better than the strong national average (Z-score: -0.809). This outstanding result is a powerful testament to the university's scientific autonomy and internal capacity. It demonstrates that the institution's academic prestige is not dependent on external partners but is structurally generated by research where it exercises direct intellectual leadership, signaling a sustainable and self-sufficient model of scientific excellence.
The university's Z-score of -0.902 marks a state of preventive isolation from the risk dynamics observed at the national level, where the indicator reaches a medium-risk level (Z-score: 0.425). This stark contrast highlights an institutional culture that effectively prioritizes quality over sheer quantity. The absence of hyperprolific authors suggests that the university has strong safeguards against practices like coercive authorship or the assignment of credit without meaningful intellectual contribution, ensuring the integrity of its scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a sign of low-profile consistency that aligns with and improves upon the national standard (Z-score: -0.010). This practice demonstrates a strong commitment to independent, external peer review and global visibility. By avoiding potential conflicts of interest and academic endogamy, the university ensures its scientific production is validated through standard competitive processes, reinforcing the credibility and international reach of its research.
The institution's Z-score of -1.106 indicates a total operational silence regarding this risk, a performance significantly stronger than the already very low-risk national benchmark (Z-score: -0.515). This exceptional result points to a research culture that values the publication of substantial, coherent studies. It suggests a clear rejection of "salami slicing," the practice of fragmenting data to artificially inflate productivity, thereby protecting the integrity of the scientific evidence base and respecting the academic review system.
