| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.065 | -0.546 |
|
Retracted Output
|
-0.400 | -0.222 |
|
Institutional Self-Citation
|
2.427 | 0.950 |
|
Discontinued Journals Output
|
0.117 | 0.249 |
|
Hyperauthored Output
|
-0.123 | 0.088 |
|
Leadership Impact Gap
|
-0.278 | 0.543 |
|
Hyperprolific Authors
|
-0.321 | -0.585 |
|
Institutional Journal Output
|
1.587 | 0.985 |
|
Redundant Output
|
0.684 | 0.244 |
The Technical University of Kosice (TUKE) demonstrates a robust overall scientific integrity profile, reflected in a very low global risk score of 0.059. The institution exhibits significant strengths in areas requiring rigorous oversight, such as its very low rates of multiple affiliations and retracted publications, and shows commendable resilience by effectively mitigating national risk trends related to hyper-authorship and impact dependency. These positive indicators are complemented by exceptional research performance in key disciplines, with SCImago Institutions Rankings data placing TUKE at #1 in Slovakia for Earth and Planetary Sciences and #2 for Business, Management and Accounting; Economics, Econometrics and Finance; and Physics and Astronomy. However, the analysis also identifies a cluster of medium-risk vulnerabilities where the university exceeds national averages, specifically in Institutional Self-Citation, Output in Institutional Journals, and Redundant Output. These practices, suggesting a degree of academic insularity, could potentially undermine the core tenets of its mission to provide "innovative research and excellent education." Achieving a "beneficial and sustainable future" requires not only thematic excellence but also unimpeachable transparency and global validation. By addressing these internal-facing risks, TUKE can more fully align its operational practices with its stated mission, ensuring its reputation for excellence is built on a foundation of universally recognized scientific integrity.
With an institutional Z-score of -1.065, significantly below the national average of -0.546, the Technical University of Kosice demonstrates an exemplary standard of transparency in its affiliation practices. This result indicates a clear and consistent policy that contrasts with the low-risk, yet more varied, national environment. The absence of risk signals in this area suggests that the institution's collaborative framework is well-defined, avoiding practices that could be perceived as strategic attempts to inflate institutional credit. This operational clarity reinforces the integrity of its research partnerships and contributes to a trustworthy academic profile.
The institution's Z-score for retracted output is -0.400, positioning it favorably against the national Z-score of -0.222. This very low rate of retractions signals the effectiveness of the university's internal quality control and supervision mechanisms. It suggests that research is conducted with a high degree of methodological rigor, minimizing the occurrence of errors that could lead to subsequent withdrawal from the scientific record. This performance aligns with the principles of responsible science, indicating that institutional processes are robust enough to ensure the reliability of its published work before it reaches the public domain.
The university presents a Z-score of 2.427 in institutional self-citation, a figure notably higher than the national average of 0.950. This disparity indicates that the institution is more exposed to this particular risk than its national peers. A certain level of self-citation is natural and reflects the continuity of established research lines. Nonetheless, disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition, a trend that warrants strategic review.
With a Z-score of 0.117, the institution demonstrates better performance than the national average of 0.249 in avoiding discontinued journals. This suggests a more effective management of publication channels compared to the broader national context, which faces a similar medium-level challenge. While any presence in such journals is a concern, the university's lower rate indicates a degree of successful due diligence in selecting dissemination media. This differentiated performance helps protect the institution from the severe reputational risks associated with channeling research through outlets that fail to meet international ethical or quality standards, though continued vigilance is necessary.
The institution maintains a low-risk Z-score of -0.123 for hyper-authored output, demonstrating notable resilience against the medium-risk trend observed at the national level (Z-score of 0.088). This suggests that the university's internal governance and authorship policies act as an effective filter against systemic pressures that can lead to author list inflation. By maintaining transparency and accountability in authorship, the institution successfully distinguishes between necessary, large-scale scientific collaboration and questionable practices like 'honorary' authorships, thereby safeguarding the integrity of its research contributions.
The university exhibits a Z-score of -0.278, indicating a healthy and sustainable impact profile that contrasts sharply with the national average of 0.543. This low-risk score signifies that the institution's scientific prestige is not overly dependent on external partners but is instead driven by research where it holds intellectual leadership. This demonstrates a strong, structural internal capacity for generating high-impact work. Unlike the national trend, which suggests a reliance on collaborations for prestige, TUKE's performance reflects an autonomous and robust research ecosystem capable of producing excellence from within.
The institution's Z-score for hyperprolific authors is -0.321, which, while in the low-risk category, is slightly higher than the national Z-score of -0.585. This subtle difference suggests an incipient vulnerability that warrants monitoring. While high productivity can be legitimate, extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This signal, though minor, serves as a prompt to review internal dynamics and ensure that the institutional culture continues to prioritize the quality and integrity of the scientific record over sheer publication volume.
With a Z-score of 1.587, the university shows a significantly higher rate of publication in its own journals compared to the national average of 0.985. This high exposure points to a potential over-reliance on internal dissemination channels. While in-house journals can be valuable, this practice raises potential conflicts of interest, as the institution acts as both judge and party in the publication process. This trend warns of a risk of academic endogamy, where research might bypass rigorous, independent external peer review, potentially limiting its global visibility and impact, and creating 'fast tracks' for publication without standard competitive validation.
The institution's Z-score for redundant output is 0.684, indicating a higher exposure to this risk compared to the national average of 0.244. This suggests that the practice of fragmenting research into 'minimal publishable units' may be more prevalent at the university than elsewhere in the country. Such a pattern, often termed 'salami slicing,' can artificially inflate productivity metrics at the expense of scientific substance. This high value serves as an alert that a focus on quantity may be distorting the scientific record and overburdening the peer-review system, signaling a need to reinforce policies that encourage the publication of complete, significant studies.
