| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.493 | -0.755 |
|
Retracted Output
|
-0.315 | -0.058 |
|
Institutional Self-Citation
|
0.843 | 0.660 |
|
Discontinued Journals Output
|
-0.545 | -0.195 |
|
Hyperauthored Output
|
-0.648 | -0.109 |
|
Leadership Impact Gap
|
0.676 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
0.898 | 0.026 |
Maria Grzegorzewska University demonstrates a commendable overall scientific integrity profile, reflected in a global score of -0.433. This indicates a robust governance framework with notable strengths in maintaining low rates of hyperprolific authorship, multiple affiliations, and publication in discontinued journals. The institution particularly excels by avoiding the risks of academic endogamy associated with institutional journals, a significant positive deviation from the national trend. However, areas requiring strategic attention include a high exposure to institutional self-citation, a dependency on external collaborations for impact, and a significant rate of redundant publications. These vulnerabilities, while moderate, could challenge the core tenets of the University's mission. As a leader in specialized fields such as Psychology and Social Sciences, according to SCImago Institutions Rankings data, the institution's commitment to training professionals to support vulnerable populations demands the highest level of research ethics. Practices that prioritize publication volume over substantive contribution risk undermining the trust and excellence central to this social mission. By addressing these specific integrity metrics, the University can further solidify its reputation and ensure its research practices fully align with its profound commitment to human dignity and social responsibility.
The institution presents a Z-score of -1.493, a value significantly lower than the national average of -0.755. This result indicates an exemplary and conservative approach to author affiliations, positioning the University well within national standards of good practice. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution's very low rate provides strong assurance that it is not engaging in strategic "affiliation shopping" to artificially inflate institutional credit, reflecting a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.315, the institution shows a lower rate of retractions compared to the national average of -0.058. This prudent profile suggests that the University's quality control and supervision mechanisms are more rigorous than the national standard. Retractions can sometimes signify responsible error correction, but a consistently low rate, as seen here, is a positive indicator. It suggests that pre-publication review processes are effective, minimizing the risk of systemic failures in methodological rigor or research integrity that could otherwise lead to a higher volume of retracted work.
The institution's Z-score for this indicator is 0.843, which is elevated compared to the national average of 0.660. This reveals a higher exposure to the risks associated with internal citation patterns than its peers. While a certain level of self-citation is natural in specialized research lines, this disproportionately high rate signals a potential "echo chamber" where work is validated internally without sufficient external scrutiny. This trend warns of a risk of endogamous impact inflation, suggesting that the institution's academic influence may be magnified by internal dynamics rather than broader recognition from the global scientific community.
The institution's Z-score of -0.545 is markedly lower than the national average of -0.195, demonstrating strong performance in this area. This indicates that the University maintains a high level of due diligence in selecting publication venues, effectively avoiding channels that fail to meet international quality or ethical standards. While a sporadic presence in such journals can occur, the institution's near-absence of this practice is a testament to its robust information literacy and commitment to protecting its reputational integrity, ensuring research resources are not wasted on predatory or low-quality outlets.
The institution registers a Z-score of -0.648, a figure that is considerably lower than the national average of -0.109. This demonstrates a prudent and rigorous approach to authorship. In fields outside of "Big Science," where massive author lists are not the norm, a low rate like this is a strong positive signal. It suggests that the University effectively discourages practices like author list inflation or "honorary" authorships, thereby promoting clear individual accountability and transparency in its research contributions.
With a Z-score of 0.676, the institution displays a wider impact gap than the national average of 0.400. This indicates a heightened dependency on external partners for achieving high-impact research. A significant positive gap, where overall impact is high but the impact of institution-led research is comparatively low, signals a potential sustainability risk. This result suggests that a portion of the University's scientific prestige may be dependent and exogenous, inviting a strategic reflection on whether its excellence metrics stem from genuine internal capacity or from its positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is exceptionally low, especially when compared to the national average of -0.611. This near-total absence of hyperprolific authors is a strong indicator of a healthy research culture that prioritizes quality over sheer volume. Extreme individual publication rates can challenge the credibility of meaningful intellectual contribution. Therefore, this result suggests the University effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, fostering an environment where the integrity of the scientific record is paramount.
The institution shows a Z-score of -0.268, a stark and positive contrast to the national average of 0.344, which indicates a medium risk level for the country. This demonstrates a clear preventive isolation, where the University does not replicate the risk dynamics prevalent in its national environment. By largely avoiding its own journals, the institution sidesteps potential conflicts of interest and academic endogamy. This commitment to independent, external peer review enhances the global visibility and competitive validation of its research, signaling a mature and outward-looking publication strategy.
The institution's Z-score of 0.898 is significantly higher than the national average of 0.026, indicating a high exposure to this risk factor. This pronounced deviation suggests that practices of data fragmentation, or "salami slicing," may be more common at the University than elsewhere in the country. Such a pattern, characterized by massive bibliographic overlap between publications, raises a critical alert about the potential for artificially inflating productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system, prioritizing publication volume over the generation of significant new knowledge.
