| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.732 | -0.470 |
|
Retracted Output
|
-0.663 | -0.299 |
|
Institutional Self-Citation
|
-0.197 | -0.022 |
|
Discontinued Journals Output
|
-0.463 | -0.338 |
|
Hyperauthored Output
|
-0.735 | 0.595 |
|
Leadership Impact Gap
|
-1.611 | 0.586 |
|
Hyperprolific Authors
|
-1.413 | -0.712 |
|
Institutional Journal Output
|
-0.268 | 1.334 |
|
Redundant Output
|
0.990 | -0.044 |
The Jozef Stefan International Postgraduate School demonstrates a robust scientific integrity profile, with an overall risk score of -0.610, indicating a very low exposure to questionable research practices. The institution's main strengths lie in its exceptional control over authorship integrity, impact sustainability, and publication channel selection, consistently outperforming national averages in these areas. This solid foundation is reflected in its strong national standing according to SCImago Institutions Rankings data, particularly in high-impact fields such as Environmental Science, Agricultural and Biological Sciences, Engineering, and Computer Science. However, a notable vulnerability is observed in the Rate of Redundant Output, which presents a medium risk level. This specific practice could potentially conflict with the institutional mission to "create knowledge and promote innovativeness," as fragmenting research undermines the generation of substantive new insights. To fully align its practices with its mission of excellence, the institution is encouraged to maintain its current high standards of governance while strategically addressing this isolated area of concern to ensure all research output is both innovative and impactful.
The institution shows a prudent approach to author affiliations, with a Z-score of -0.732, which is more rigorous than the national standard of -0.470. This suggests that the institution's processes for managing and declaring affiliations are well-controlled. While multiple affiliations can be a legitimate outcome of collaboration, the institution's lower-than-average rate indicates a reduced risk of strategic practices like “affiliation shopping” aimed at artificially inflating institutional credit.
With a Z-score of -0.663, the institution exhibits a very low rate of retracted publications, a signal that is consistent with the low-risk national environment (Z-score: -0.299). This absence of significant retraction events suggests that the institution's pre-publication quality control mechanisms are effective. Retractions can be complex, but a minimal rate like this points towards a healthy integrity culture and strong methodological rigor, rather than systemic failures or recurring malpractice.
The institution maintains a prudent profile in its citation practices, with a Z-score of -0.197, which is notably lower than the national average of -0.022. This indicates a more rigorous approach to citation that avoids excessive internal validation. While some self-citation reflects the natural progression of research, the institution's controlled rate mitigates the risk of creating scientific 'echo chambers' or artificially inflating its impact through endogamous dynamics, ensuring its influence is validated by the broader global community.
The institution demonstrates an exemplary record in selecting publication venues, with a Z-score of -0.463, indicating a near-total absence of output in discontinued journals, a rate even lower than the already minimal national average (-0.338). This operational silence in a high-risk area signals exceptional due diligence. It confirms that the institution's researchers are effectively avoiding predatory or low-quality channels, thereby protecting its reputation and ensuring that scientific resources are not wasted on platforms that fail to meet international ethical standards.
The institution shows significant resilience against the national trend of hyper-authorship, with a Z-score of -0.735 compared to the country's medium-risk score of 0.595. This suggests that internal control mechanisms are effectively mitigating a systemic risk present in the wider environment. This low rate indicates that the institution successfully distinguishes between necessary large-scale collaboration and questionable practices like author list inflation or 'honorary' authorships, thereby preserving individual accountability and transparency in its research.
The institution demonstrates a strong degree of scientific autonomy and internal capacity, with a Z-score of -1.611, which indicates a very small gap between its overall impact and the impact of research it leads. This stands in stark contrast to the national environment (Z-score: 0.586), where there is a greater dependency on external partners for impact. This result suggests the institution is not replicating the risk dynamics observed elsewhere in the country. Its scientific prestige appears to be structural and generated from within, reflecting a sustainable model where excellence is driven by genuine internal leadership rather than strategic positioning in collaborations.
The institution's rate of hyperprolific authors is exceptionally low (Z-score: -1.413), aligning with the low-risk national standard (Z-score: -0.712) but showing even greater control. The near absence of authors with extreme publication volumes suggests a healthy balance between quantity and quality. This minimizes concerns associated with hyperprolificacy, such as coercive authorship or the assignment of credit without meaningful intellectual contribution, reinforcing the integrity of the institution's scientific record.
The institution effectively isolates itself from the national tendency to publish in institutional journals, with a Z-score of -0.268 against a medium-risk country score of 1.334. This indicates that the institution does not replicate the risk dynamics common in its environment. By avoiding over-reliance on its own journals, the institution sidesteps potential conflicts of interest and academic endogamy. This practice ensures its research undergoes independent external peer review, enhancing its global visibility and validating its scientific output through standard competitive channels rather than internal 'fast tracks'.
A point of concern emerges in the rate of redundant output, where the institution's Z-score of 0.990 marks a moderate deviation from the low-risk national standard (-0.044). This suggests a greater sensitivity to risk factors related to publication fragmentation. A high value in this indicator alerts to the potential practice of 'salami slicing'—dividing a single study into minimal publishable units to artificially inflate productivity metrics. This practice can distort the scientific evidence and overburden the review system, prioritizing volume over the generation of significant new knowledge, and warrants a review of internal publication guidelines.
