| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.160 | -0.062 |
|
Retracted Output
|
0.286 | -0.050 |
|
Institutional Self-Citation
|
-0.505 | 0.045 |
|
Discontinued Journals Output
|
0.717 | -0.024 |
|
Hyperauthored Output
|
-1.112 | -0.721 |
|
Leadership Impact Gap
|
-1.085 | -0.809 |
|
Hyperprolific Authors
|
-0.966 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.592 | -0.515 |
Heilongjiang Bayi Agricultural University demonstrates a robust scientific integrity profile, with an overall risk score of -0.075 indicating performance that is generally stronger and more controlled than the national average. The institution's primary strengths lie in its structural capacity for independent research, evidenced by a minimal gap between its overall impact and the impact of its own led research, alongside a notable absence of hyperprolific authors and redundant publications. These factors suggest a culture that prioritizes substantive contribution over sheer volume. However, areas requiring strategic attention are the medium-risk signals in the rates of retracted output and publications in discontinued journals, which represent vulnerabilities. These findings are particularly relevant given the University's recognized excellence in key thematic areas, including its high rankings in Veterinary, Medicine, Pharmacology, Toxicology and Pharmaceutics, and Biochemistry, Genetics and Molecular Biology, according to SCImago Institutions Rankings data. While the overall low-risk profile aligns well with the mission to be a "high-level teaching and research institution," the identified weaknesses in quality control and publication channel selection directly challenge the core philosophy of "Quality First." To fully realize its strategic vision and safeguard its reputation, the University is advised to implement targeted training and enhanced oversight mechanisms in these specific areas, thereby ensuring its operational practices are in complete alignment with its stated commitment to excellence and agricultural modernization.
The institution presents a Z-score of -0.160, which is lower than the national average of -0.062. This indicates a prudent and well-managed approach to academic collaborations. The data suggests that the University's processes are more rigorous than the national standard, effectively distinguishing between legitimate partnerships that arise from researcher mobility or dual appointments and strategic attempts to inflate institutional credit. By maintaining a lower rate, the institution demonstrates a controlled and transparent policy regarding affiliations, reinforcing its commitment to clear and honest attribution of research contributions.
With a Z-score of 0.286, the institution shows a medium-level risk that moderately deviates from the low-risk national context (Z-score: -0.050). This suggests a greater institutional sensitivity to factors that can lead to retractions. While some retractions are a sign of responsible supervision and the correction of honest errors, a rate significantly higher than the national average serves as an alert. It suggests that pre-publication quality control mechanisms may be failing systemically, potentially indicating recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the institution's integrity culture.
The institution's Z-score of -0.505 reflects a low-risk profile, demonstrating significant resilience when compared to the country's medium-risk average of 0.045. This suggests that effective internal control mechanisms are successfully mitigating the systemic risks of academic insularity observed nationally. A certain level of self-citation is natural, but the University's low rate indicates it avoids the creation of 'echo chambers' where work is validated without sufficient external scrutiny. This practice strengthens the credibility of its academic influence, ensuring it is based on global community recognition rather than endogamous impact inflation.
The institution's Z-score of 0.717 places it in a medium-risk category, a moderate deviation from the low-risk national average of -0.024. This indicates that the University's researchers show a greater-than-average tendency to publish in questionable venues. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of output in such journals suggests that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid predatory practices.
With a Z-score of -1.112, the institution exhibits a prudent profile that is significantly more rigorous than the national standard (Z-score: -0.721). This low rate indicates a well-managed approach to authorship. Outside of 'Big Science' contexts where extensive author lists are normal, a low score suggests the institution effectively prevents author list inflation, thereby preserving individual accountability and transparency. This serves as a positive signal that the University distinguishes well between necessary massive collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of -1.085 is in the very low-risk category, indicating a total absence of risk signals and performing even better than the already low national average of -0.809. This is a sign of exceptional institutional strength and sustainability. The minimal gap demonstrates that the University's scientific prestige is structural and endogenous, stemming from real internal capacity and intellectual leadership. This result confirms that its high-impact research is not dependent on external partners but is driven by its own scholars, reflecting a mature and self-sufficient research ecosystem.
The institution shows a Z-score of -0.966, a very low-risk signal that reflects a state of preventive isolation from the national environment, where this indicator is a medium-level risk (Z-score: 0.425). This stark contrast suggests the institution does not replicate the risk dynamics observed across the country. By avoiding extreme individual publication volumes, the University mitigates the risks of imbalances between quantity and quality, such as coercive authorship or the assignment of authorship without real participation. This indicates a culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
With a Z-score of -0.268, the institution's very low-risk profile is consistent with, and even improves upon, the low-risk national standard (Z-score: -0.010). The absence of risk signals in this area aligns with a commitment to external validation and global visibility. By not depending on its own journals for dissemination, the University avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, strengthening its credibility and preventing the use of internal channels as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.592 signifies a state of total operational silence on this risk, performing even better than the very low-risk national average of -0.515. This result strongly suggests that the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity, known as 'salami slicing,' is not a concern. The data points to a research culture that values the publication of significant, new knowledge over the distortion of scientific evidence for metric-based gains, thereby respecting the integrity of the academic record and the scientific review system.