| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.714 | -0.755 |
|
Retracted Output
|
-0.362 | -0.058 |
|
Institutional Self-Citation
|
0.598 | 0.660 |
|
Discontinued Journals Output
|
-0.469 | -0.195 |
|
Hyperauthored Output
|
0.747 | -0.109 |
|
Leadership Impact Gap
|
1.149 | 0.400 |
|
Hyperprolific Authors
|
-0.324 | -0.611 |
|
Institutional Journal Output
|
0.404 | 0.344 |
|
Redundant Output
|
-0.212 | 0.026 |
Jagiellonian University presents a robust and generally well-balanced scientific integrity profile, with an overall score of -0.152 that indicates alignment with expected international standards. The institution demonstrates significant strengths in maintaining rigorous publication standards, evidenced by a very low rate of output in discontinued journals and a commendably low incidence of retracted publications and redundant output, particularly when contrasted with national trends. These strengths are foundational to its academic prestige, reflected in its top-tier national rankings in key areas such as Medicine, Biochemistry, Genetics and Molecular Biology, Arts and Humanities, and Mathematics, according to SCImago Institutions Rankings data. However, areas requiring strategic attention include a moderate tendency towards hyper-authorship, a reliance on external collaborations for impact, and a higher-than-average use of institutional journals. While a specific mission statement was not available for this analysis, these identified risks could potentially challenge core academic values of excellence and transparency. By leveraging its clear strengths in quality control to address these vulnerabilities, the University has an opportunity to further solidify its position as a regional leader committed to the highest standards of scientific integrity and social responsibility.
The University's Z-score for this indicator is -0.714, which is statistically comparable to the national average of -0.755. This alignment suggests that the institution's collaborative practices are in sync with the prevailing norms across Poland, reflecting a level of risk that is as expected for its context and size. While multiple affiliations can sometimes be used to inflate institutional credit, the current low-risk profile indicates that the University's engagement in dual appointments, researcher mobility, and partnerships is legitimate and follows standard national patterns without raising integrity concerns.
With a Z-score of -0.362, the University demonstrates a more prudent profile regarding retracted publications compared to the national average of -0.058. This lower incidence suggests that the institution's internal processes for quality control and supervision are managed with greater rigor than the national standard. While retractions can sometimes signify responsible error correction, a rate significantly below the norm is a positive signal. It indicates that the University's pre-publication quality control mechanisms are likely effective in preventing the systemic failures or methodological lapses that can lead to a higher volume of retractions, thereby safeguarding its scientific record.
The University's Z-score of 0.598 places it in the medium-risk category, yet this is notably lower than the national average of 0.660. This indicates a differentiated management approach, where the institution successfully moderates a risk that appears more common throughout the country. A certain level of self-citation is natural, but high rates can create 'echo chambers' that inflate impact without external validation. By maintaining a lower rate than its national peers, the University shows a greater commitment to seeking external scrutiny, mitigating the risk of academic endogamy and ensuring its influence is validated by the global scientific community.
The institution exhibits a Z-score of -0.469, marking a very low-risk profile that is stronger than the country's low-risk average of -0.195. This absence of risk signals demonstrates a consistent and effective policy regarding publication venues. A high proportion of output in discontinued journals is a critical alert for poor due diligence, often associated with predatory practices. The University's excellent performance here indicates that its researchers are well-informed and selective, channeling their work through reputable media and effectively avoiding the severe reputational and resource risks associated with low-quality publishing channels.
With a Z-score of 0.747, the University shows a moderate deviation from the national standard, which sits at a low-risk -0.109. This discrepancy suggests the institution has a greater sensitivity to factors leading to hyper-authorship than its peers. While extensive author lists are legitimate in 'Big Science' fields, a high rate outside these contexts can signal author list inflation, which dilutes individual accountability. This indicator serves as an alert to review authorship practices to distinguish between necessary large-scale collaboration and potentially 'honorary' attributions that could compromise transparency.
The University's Z-score of 1.149 is significantly higher than the national average of 0.400, indicating a high exposure to this particular risk. This wide positive gap suggests that while the institution's overall impact is high, the impact of research where it holds intellectual leadership is comparatively low. This signals a potential sustainability risk, as its scientific prestige may be overly dependent on external partners rather than its own structural capacity. This finding invites a strategic reflection on whether its excellence metrics are a result of genuine internal innovation or a positioning in collaborations where it does not lead.
The institution's Z-score of -0.324 is in the low-risk category but signals an incipient vulnerability when compared to the national average of -0.611. Although the risk is minimal, the University is among the first to show signals in an otherwise inert national environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. This slight elevation warrants preventative monitoring to ensure that practices such as coercive authorship or assigning credit without real participation do not emerge, thereby protecting the integrity of its scientific record.
At 0.404, the University's Z-score is higher than the national average of 0.344, indicating a high exposure to the risks associated with in-house publishing. This suggests the institution is more prone than its peers to relying on its own journals for dissemination. While these journals can be valuable for local communication, excessive dependence creates a conflict of interest and risks academic endogamy by potentially bypassing independent external peer review. This practice can limit global visibility and may suggest the use of internal channels as 'fast tracks' for publication without standard competitive validation.
The University demonstrates notable institutional resilience with a low-risk Z-score of -0.212, contrasting sharply with the medium-risk national average of 0.026. This performance suggests that its internal control mechanisms are effectively mitigating a systemic risk present in the country. A high rate of redundant output, or 'salami slicing,' indicates a practice of fragmenting studies to artificially inflate productivity, which distorts the scientific record. The University's strong result in this area shows a commendable focus on producing significant new knowledge over prioritizing publication volume.
