| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.253 | -0.546 |
|
Retracted Output
|
-0.447 | -0.222 |
|
Institutional Self-Citation
|
0.383 | 0.950 |
|
Discontinued Journals Output
|
-0.085 | 0.249 |
|
Hyperauthored Output
|
1.239 | 0.088 |
|
Leadership Impact Gap
|
1.689 | 0.543 |
|
Hyperprolific Authors
|
-0.477 | -0.585 |
|
Institutional Journal Output
|
0.536 | 0.985 |
|
Redundant Output
|
-0.096 | 0.244 |
Pavol Jozef Šafárik University in Košice presents a balanced and robust scientific integrity profile, with an overall risk score of -0.010 that indicates a general alignment with expected international standards. The institution demonstrates significant strengths in its pre-publication quality controls, evidenced by a very low rate of retracted output, and shows commendable resilience by effectively managing risks related to publishing in discontinued journals and redundant output, areas where it performs better than the national average. Key areas for strategic attention include a high exposure to hyper-authorship and a notable dependency on external collaborations for impact, which warrant a review of authorship policies and strategies for fostering internal research leadership. These observations are contextualized by the university's strong performance in the SCImago Institutions Rankings, particularly in disciplines such as Earth and Planetary Sciences, Pharmacology, Toxicology and Pharmaceutics, Medicine, and Psychology. To fully realize its mission to be a "guarantee of freedom, democracy, humanism and ethics," it is vital to address these vulnerabilities, as practices that dilute accountability or cede intellectual leadership can subtly undermine the principles of excellence and critical thinking. By proactively strengthening its governance in these specific areas, the university can further solidify its reputation as a leading European institution committed to the highest standards of scientific integrity.
The university's Z-score for this indicator is -0.253, slightly higher than the national average of -0.546. Although both values are in a low-risk range, this subtle difference suggests an incipient vulnerability that warrants monitoring. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor uptick signals a need for review to ensure that all affiliations are substantive and reflect genuine collaboration rather than early signs of strategic "affiliation shopping" to inflate institutional credit.
With a Z-score of -0.447, the institution demonstrates an exceptionally low rate of retracted publications, performing even better than the already low national standard of -0.222. This absence of risk signals is a clear indicator of robust and effective pre-publication quality control mechanisms. This low-profile consistency aligns with the national environment and suggests that the university's culture of integrity and methodological rigor successfully prevents the systemic failures that can lead to retractions, thereby protecting its scientific reputation.
The university shows a Z-score of 0.383, which is significantly more moderate than the national average of 0.950. This demonstrates differentiated and effective management of a risk that appears more common in the country. A certain level of self-citation is natural, but the institution's controlled rate suggests it successfully avoids creating scientific 'echo chambers.' By ensuring its work is validated through sufficient external scrutiny, the university mitigates the risk of endogamous impact inflation and reinforces the global community's recognition of its academic influence.
The institution displays strong resilience against a systemic national risk, with a Z-score of -0.085 in contrast to the country's moderate-risk score of 0.249. This indicates that the university's internal control mechanisms and researcher guidance are highly effective. By successfully steering its scientific production away from channels that do not meet international ethical or quality standards, the institution acts as a firewall, protecting its resources and reputation from the severe risks associated with 'predatory' or low-quality publishing practices prevalent elsewhere.
With a Z-score of 1.239, the university shows a significantly higher incidence of hyper-authored publications compared to the national average of 0.088. This high exposure suggests the institution is more prone to practices that can lead to author list inflation, which dilutes individual accountability and transparency. It is crucial to analyze whether this pattern stems from legitimate, large-scale "Big Science" collaborations or if it signals a systemic vulnerability to 'honorary' authorship, which would require a review of internal policies to reinforce attribution integrity.
The institution's Z-score of 1.689 is substantially higher than the national average of 0.543, indicating a high exposure to this particular risk. This wide positive gap reveals that while the university's overall scientific impact is significant, the impact of research led by its own staff is comparatively low. This suggests a sustainability risk, where scientific prestige is heavily dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from a strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The university's Z-score of -0.477 is slightly higher than the national benchmark of -0.585, signaling an incipient vulnerability. While both scores are in a low-risk zone, this small divergence suggests the institution is the first to show minor signals in an otherwise inert environment. Although not a current problem, this trend warrants observation to ensure that productivity remains balanced with quality and meaningful intellectual contribution, thereby preventing potential future risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
The university manages its in-house publishing with notable prudence, reflected in a Z-score of 0.536, which is considerably lower than the national average of 0.985. This demonstrates differentiated management that moderates a risk more common across the country. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and academic endogamy. This approach ensures that a greater portion of its scientific production undergoes independent external peer review, thereby enhancing its global visibility and competitive validation.
With a Z-score of -0.096, the university shows strong institutional resilience against the national trend, where the risk of redundant publications is moderate (Z-score 0.244). This very low incidence of 'salami slicing' indicates that the institution's research culture effectively discourages the practice of fragmenting a coherent study into minimal publishable units. By prioritizing the communication of significant new knowledge over the artificial inflation of publication volume, the university upholds the integrity of the scientific evidence base and avoids overburdening the peer-review system.
