| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.875 | -0.062 |
|
Retracted Output
|
-0.681 | -0.050 |
|
Institutional Self-Citation
|
-1.231 | 0.045 |
|
Discontinued Journals Output
|
0.592 | -0.024 |
|
Hyperauthored Output
|
-1.028 | -0.721 |
|
Leadership Impact Gap
|
1.291 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.093 | -0.515 |
Qilu Normal University presents a robust yet nuanced scientific integrity profile, with an overall score of -0.210 indicating performance slightly above the global average. The institution demonstrates exceptional strengths in maintaining a very low rate of retracted output, institutional self-citation, hyperprolific authors, and publication in its own journals, signaling strong quality control mechanisms and a healthy integration into the global scientific community. However, areas requiring strategic attention include a moderate risk in multiple affiliations, publication in discontinued journals, redundant output, and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the university's primary research strengths are concentrated in Agricultural and Biological Sciences, Biochemistry, Genetics and Molecular Biology, and Mathematics. While the institution's specific mission statement was not available for this analysis, the identified risks, particularly those concerning publication strategy and intellectual leadership, could challenge core academic values of excellence and transparency. By leveraging its clear strengths in research integrity and strategically addressing these vulnerabilities, Qilu Normal University is well-positioned to enhance its scientific quality, solidify its reputation, and ensure its research contributions are both robust and sustainable.
The institution exhibits a Z-score of 0.875, a moderate deviation from the national average of -0.062. This suggests the university is more sensitive than its national peers to factors that encourage multiple affiliations. While such affiliations are often a legitimate result of collaboration, this heightened rate warrants a review. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, can obscure the true origin of research contributions and dilute institutional identity.
With a Z-score of -0.681, the institution demonstrates an exceptionally low rate of retractions, performing even better than the low-risk national standard (-0.050). This low-profile consistency indicates the absence of significant risk signals in post-publication quality control. Rather than suggesting systemic failures, this result points towards responsible supervision and effective pre-publication review processes, reflecting a strong culture of methodological rigor and scientific integrity.
The university's Z-score of -1.231 is remarkably low, showing a clear preventive isolation from the risk dynamics observed in the national environment, which has a medium-risk score of 0.045. This strong performance indicates that the institution's work is validated by the broader international community, avoiding the "echo chambers" that can arise from excessive self-referencing. Such a low rate of self-citation is a positive sign of scientific extroversion and ensures that the institution's academic influence is built on global recognition rather than inflated by internal dynamics.
The institution's Z-score of 0.592 represents a moderate deviation from the low-risk national average of -0.024, indicating a greater tendency to publish in journals that cease operation. This serves as a critical alert regarding the due diligence applied in selecting dissemination channels. A significant presence in such venues suggests that a portion of the university's research is channeled through media failing to meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting a need for improved information literacy to avoid predatory or low-quality outlets.
Both the institution (Z-score: -1.028) and the country (Z-score: -0.721) show low risk in this area, but the university's notably lower score points to a particularly prudent profile. This suggests that the institution manages its authorship attribution processes with more rigor than the national standard. This careful approach helps to distinguish between necessary, large-scale collaboration and questionable practices like "honorary" authorship, thereby preserving individual accountability and transparency in its research output.
A Z-score of 1.291 in this indicator constitutes a monitoring alert, as this medium-risk level is highly unusual compared to the very low-risk national standard of -0.809. This wide positive gap signals a potential sustainability risk, suggesting that the institution's overall scientific prestige may be heavily dependent on collaborations where it does not exercise intellectual leadership. This reliance on exogenous impact invites a strategic reflection on how to build more structural, internal capacity to ensure that its high-impact research is a direct result of its own leadership.
The institution's Z-score of -1.413 is exceptionally low, demonstrating a preventive isolation from the medium-risk trend observed at the national level (0.425). The near-total absence of authors with extreme publication volumes is a strong indicator of a healthy research culture that prioritizes substance over sheer volume. This focus helps mitigate risks such as coercive authorship or the fragmentation of research into minimal units, ensuring that authorship is tied to meaningful intellectual contribution and upholding the integrity of the scientific record.
With a Z-score of -0.268, the institution maintains a very low-risk profile, consistent with the low-risk national context (-0.010). This indicates a healthy independence from its own publication channels. By avoiding excessive reliance on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production is validated through independent external peer review, which is essential for achieving global visibility and credibility.
The institution's Z-score of 0.093 is a monitoring alert, as this medium-risk signal is an anomaly within a national context where this practice is very uncommon (Z-score: -0.515). This discrepancy requires a review of causes, as it may point to a tendency toward "salami slicing"—the practice of dividing a single study into multiple, minimally distinct publications to artificially inflate productivity metrics. This behavior can distort the scientific evidence base and overburdens the peer-review system, prioritizing volume over the generation of significant new knowledge.
