| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.038 | -0.755 |
|
Retracted Output
|
-0.418 | -0.058 |
|
Institutional Self-Citation
|
1.749 | 0.660 |
|
Discontinued Journals Output
|
0.050 | -0.195 |
|
Hyperauthored Output
|
-0.894 | -0.109 |
|
Leadership Impact Gap
|
-0.509 | 0.400 |
|
Hyperprolific Authors
|
-1.156 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
1.084 | 0.026 |
Kazimierz Wielki University demonstrates a robust and generally low-risk scientific integrity profile, with an overall score of -0.290 that reflects sound governance and operational health. The institution exhibits exceptional strength in several key areas, including a near-total absence of signals related to hyperprolific authorship, multiple affiliations, retracted output, and publication in institutional journals. These results indicate a strong culture of accountability and a commitment to external validation. This operational integrity provides a solid foundation for the University's thematic strengths, as evidenced by its high national rankings in Engineering (27th), Psychology (28th), Agricultural and Biological Sciences (31st), and Arts and Humanities (31st) according to SCImago Institutions Rankings data. However, moderate risk signals in Institutional Self-Citation, Redundant Output, and publication in Discontinued Journals present a direct challenge to the University's mission to "pursue truth, justice and development" and uphold the "credibility of knowledge." These practices, if unaddressed, could create an impression of academic insularity and undermine the institution's commitment to serving society with transparent and globally validated research. By focusing on mitigating these specific vulnerabilities, Kazimierz Wielki University can further align its operational practices with its stated mission, reinforcing its role as a trusted center of intellectual reflection and cultural development for the region and the nation.
The institution presents a Z-score of -1.038, a value indicating a very low risk profile that is even more conservative than the national average of -0.755. This result suggests that the University's policies and researcher practices are well-aligned with the low-risk national standard for this indicator. The complete absence of concerning signals demonstrates responsible management of academic affiliations. While multiple affiliations can be a legitimate outcome of collaboration, the University's data shows no evidence of their strategic use to inflate institutional credit, reflecting a clear and transparent approach to academic partnerships.
With a Z-score of -0.418, the institution shows a near-zero incidence of retracted publications, positioning it favorably against the national average of -0.058. This alignment with a low-risk national environment points to effective and consistent quality control mechanisms. Retractions can sometimes signal responsible supervision through the correction of honest errors; however, the institution's exceptionally low rate suggests that its pre-publication review processes are robust, preventing systemic failures and safeguarding its reputation and integrity culture from recurring malpractice or a lack of methodological rigor.
The institution's Z-score for this indicator is 1.749, which, while within the medium risk band, is significantly higher than the national average of 0.660. This suggests that the University is more exposed than its national peers to practices that could be perceived as insular. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential 'echo chamber' where the institution may be validating its own work without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, where academic influence could be perceived as being oversized by internal dynamics rather than by broader recognition from the global scientific community.
The University registers a Z-score of 0.050, indicating a medium level of risk that moderately deviates from the low-risk national average of -0.195. This divergence suggests the institution has a greater sensitivity to this risk factor than its peers. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the University's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need to enhance information literacy to avoid channeling resources into low-quality or 'predatory' practices.
With a Z-score of -0.894, the institution demonstrates a prudent and rigorous approach to authorship, performing significantly better than the national average of -0.109. This low-risk profile indicates that the University manages its collaborative processes with more control than the national standard. While extensive author lists are legitimate in 'Big Science' contexts, the institution's data shows no signs of author list inflation outside of these areas. This serves as a positive signal of transparency and individual accountability, effectively distinguishing legitimate massive collaboration from potentially problematic 'honorary' authorship practices.
The institution's Z-score of -0.509 places it in the low-risk category, showcasing notable resilience compared to the national average of 0.400, which falls into the medium-risk band. This indicates that the University's control mechanisms are effectively mitigating a systemic risk present in the country. A wide positive gap can signal that an institution's prestige is dependent on external partners. In contrast, this strong negative score suggests that the University's scientific prestige is structural and endogenous, resulting from real internal capacity and intellectual leadership in its collaborations, which is a key marker of research sustainability.
The institution records a Z-score of -1.156, signifying a complete absence of risk signals in this area and aligning perfectly with the low-risk national context (Z-score of -0.611). This result is a strong indicator of a healthy research environment focused on quality. While high productivity can reflect leadership, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The University's very low score confirms the absence of practices like coercive authorship or authorship assignment without real participation, reinforcing a culture that prioritizes the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals, effectively isolating itself from a risk that is more pronounced at the national level (Z-score of 0.344). This preventive stance is a significant strength. While in-house journals can be valuable for local dissemination, excessive dependence on them can create conflicts of interest. The University's score shows a clear commitment to independent, external peer review, which enhances the global visibility and competitive validation of its research, and indicates that internal channels are not being used as 'fast tracks' to inflate academic output.
The institution's Z-score of 1.084 is in the medium-risk category and indicates high exposure to this issue, as it is substantially greater than the national average of 0.026. This suggests that the University is more prone to this practice than its peers. While citing previous work is essential, this score alerts to the potential for 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This dynamic not only overburdens the peer review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant new knowledge.
