| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.203 | 0.229 |
|
Retracted Output
|
-0.456 | 0.034 |
|
Institutional Self-Citation
|
0.450 | 0.386 |
|
Discontinued Journals Output
|
-0.189 | -0.153 |
|
Hyperauthored Output
|
-0.769 | 0.375 |
|
Leadership Impact Gap
|
0.114 | 0.862 |
|
Hyperprolific Authors
|
0.843 | -0.401 |
|
Institutional Journal Output
|
-0.268 | 1.180 |
|
Redundant Output
|
0.116 | -0.059 |
The Technical University of Liberec demonstrates a balanced and generally robust scientific integrity profile, with an overall risk score of -0.142 indicating performance aligned with international standards. The institution exhibits significant strengths in maintaining very low rates of retracted output and publications in its own journals, effectively isolating itself from higher-risk national trends and showcasing strong internal governance. However, areas requiring strategic monitoring include a moderate tendency towards institutional self-citation, hyperprolific authorship, and redundant publications, where the university's risk levels exceed the national average. According to SCImago Institutions Rankings data, the university's primary thematic strengths are concentrated in Chemistry (ranked #1 in the Czech Republic), Energy (#8), and Physics and Astronomy (#10), which directly support its mission to excel in technical sciences and mathematics. The identified medium-risk indicators, while not critical, could subtly undermine this mission of excellence by creating a perception that quantitative metrics are prioritized over qualitative impact and responsible research conduct. To fully align its operational practices with its strategic vision, the university is encouraged to leverage its clear strengths in quality control while implementing targeted educational and policy measures to moderate the identified vulnerabilities, thereby reinforcing its commitment to producing research of the highest integrity and social value.
The institution presents a Z-score of -0.203, contrasting with the national average of 0.229. This demonstrates a notable institutional resilience, as the university's low-risk profile suggests that its control mechanisms are successfully mitigating the systemic risks of affiliation inflation that are more prevalent at the national level. While multiple affiliations can be a legitimate outcome of collaboration, the university's controlled rate indicates that it is effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.456, the institution operates at a very low risk level, which is significantly healthier than the country's medium-risk average of 0.034. This reflects a state of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. A high rate of retractions can suggest systemic failures in quality control, but the university's excellent score indicates that its pre-publication review processes and integrity culture are robust, effectively preventing the kind of recurring malpractice or lack of methodological rigor that may be affecting other institutions in the country.
The institution's Z-score of 0.450 is slightly higher than the national average of 0.386, placing both in the medium-risk category but indicating high exposure for the university. This suggests the center is more prone to showing alert signals than its environment average. A certain level of self-citation is natural, reflecting ongoing research lines. However, this elevated rate warns of a potential for endogamous impact inflation and the formation of scientific 'echo chambers,' where the institution's work may be validated internally without sufficient external scrutiny, potentially oversizing its academic influence through internal dynamics rather than global community recognition.
The institution's Z-score of -0.189 is statistically similar to the national average of -0.153, with both indicating a low risk level. This alignment points to a condition of statistical normality, where the risk level is as expected for the institution's context and size. While any publication in a discontinued journal warrants attention, the current rate does not suggest a systemic failure in due diligence when selecting dissemination channels. The university's performance is consistent with national standards, indicating that its researchers are generally avoiding predatory or low-quality publication practices.
The institution shows a Z-score of -0.769, a low-risk value that stands in sharp contrast to the country's medium-risk average of 0.375. This disparity highlights the university's institutional resilience, suggesting that its internal control mechanisms effectively mitigate the country's systemic risks. While extensive author lists are legitimate in 'Big Science,' a high rate outside these contexts can signal author list inflation. The university's low score indicates it is successfully distinguishing between necessary massive collaboration and 'honorary' authorship practices, thus preserving individual accountability and transparency.
With a Z-score of 0.114, the institution's risk is classified as medium, yet it is substantially lower than the national average of 0.862. This demonstrates a differentiated management approach, where the university effectively moderates a risk that is much more pronounced across the country. A wide positive gap signals that scientific prestige is dependent on external partners rather than internal capacity. The university's more controlled gap suggests it is building a more sustainable model of excellence, where a healthier portion of its impact comes from research under its own intellectual leadership, reducing the risk of an exogenous and non-structural reputation.
The institution's Z-score of 0.843 indicates a medium risk, representing a moderate deviation from the national low-risk average of -0.401. This suggests the university shows greater sensitivity to this particular risk factor than its peers. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. This indicator serves as an alert to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record and warrant internal review.
The institution has a Z-score of -0.268, a very low-risk value that signifies preventive isolation from the national context, where the average is a medium-risk score of 1.180. This shows the university does not replicate the risk dynamics observed in its environment. Excessive reliance on in-house journals can create conflicts of interest and academic endogamy. The university's minimal use of such channels ensures its scientific production overwhelmingly passes through independent external peer review, enhancing its global visibility and avoiding the use of internal publications as 'fast tracks' for inflating academic records without standard competitive validation.
The institution's Z-score of 0.116 (medium risk) marks a moderate deviation from the country's low-risk average of -0.059. This indicates that the university is more sensitive to this risk factor than its national peers. Massive bibliographic overlap between publications can be a sign of 'salami slicing,' where a study is fragmented into minimal units to inflate productivity. This elevated value serves as an alert to review publication practices, as this behavior can distort the available scientific evidence and overburden the peer review system by prioritizing publication volume over the generation of significant new knowledge.