| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.070 | -0.755 |
|
Retracted Output
|
-0.465 | -0.058 |
|
Institutional Self-Citation
|
0.703 | 0.660 |
|
Discontinued Journals Output
|
-0.389 | -0.195 |
|
Hyperauthored Output
|
-0.416 | -0.109 |
|
Leadership Impact Gap
|
0.386 | 0.400 |
|
Hyperprolific Authors
|
-1.145 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.848 | 0.026 |
The University of Gdansk demonstrates a robust scientific integrity profile, reflected in a favorable overall risk score of -0.361. The institution exhibits exceptional strength in maintaining low rates of retracted output, hyperprolific authorship, and redundant publications, and shows a commendable commitment to external validation by avoiding overuse of institutional journals—a practice prevalent at the national level. These strengths are foundational to its research quality. However, areas requiring strategic attention include a moderate rate of multiple affiliations, which deviates from the national norm, and a pattern of institutional self-citation and dependency on external collaboration for impact, which mirrors a broader systemic trend in Poland. According to SCImago Institutions Rankings data, the university's academic prowess is particularly notable in Psychology (ranked 5th in Poland), Arts and Humanities (9th), and Economics, Econometrics and Finance (11th). To fully realize its mission of making a "permanent contribution to the scientific-scholarly knowledge," it is crucial to address the identified medium-risk areas. An over-reliance on self-validation or external leadership could subtly undermine the goal of solving "central contemporary problems" with genuine, internally-driven excellence. By reinforcing policies that encourage independent impact and transparent collaboration, the University of Gdansk can further solidify its position as a leading institution committed to both scholarly contribution and unimpeachable integrity.
The University of Gdansk shows a Z-score of 0.070 in this area, while the national average is -0.755. This moderate deviation indicates that the institution displays a greater sensitivity to risk factors related to multiple affiliations than its national peers. This divergence from the national standard warrants a review to ensure that all instances are driven by genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping." A proactive clarification of affiliation policies could mitigate any potential misinterpretation of this trend.
With a Z-score of -0.465, significantly below the national average of -0.058, the institution demonstrates an exemplary record in minimizing retracted publications. This absence of risk signals aligns perfectly with a national context that already shows low risk, indicating that the university's quality control mechanisms are not only effective but exceed the standard. A consistently low rate like this suggests that systemic failures in pre-publication supervision are successfully being avoided, reinforcing the integrity and reliability of the university's research output.
The institution's Z-score for self-citation is 0.703, closely mirroring the national average of 0.660. This alignment suggests the university's behavior is part of a systemic pattern within the country's academic culture rather than an isolated institutional practice. While a certain level of self-citation is natural to build upon existing research, this shared tendency towards medium levels can signal a risk of 'echo chambers' where work is validated internally without sufficient external scrutiny. This pattern warrants a strategic reflection on how to foster broader international engagement to ensure the institution's academic influence is driven by global community recognition, not just internal dynamics.
The university's Z-score of -0.389 is notably lower than the national average of -0.195, highlighting a strong performance in avoiding discontinued journals. This low-profile consistency, where the absence of risk signals is even more pronounced than the national standard, points to excellent due diligence in selecting dissemination channels. By effectively steering clear of media that may not meet international ethical or quality standards, the institution protects its reputation and ensures its scientific production is not exposed to the risks associated with 'predatory' or low-quality practices.
With a Z-score of -0.416, the University of Gdansk maintains a more prudent profile regarding hyper-authorship than the national standard (-0.109). This indicates that the institution manages its authorship processes with greater rigor than its peers. This controlled approach is crucial for ensuring that author lists accurately reflect meaningful contributions, thereby avoiding the dilution of individual accountability and effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of 0.386 for the impact gap is nearly identical to the national average of 0.400. This striking similarity indicates that the university is operating within a systemic pattern where Polish institutions often rely on external partners for high-impact research. This gap, where global impact outpaces the impact of internally-led work, signals a potential sustainability risk. It invites a critical reflection on whether the university's measured excellence results from its own structural capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, a crucial consideration for long-term scientific autonomy.
The university exhibits an exceptionally low Z-score of -1.145 for hyperprolific authors, far below the national average of -0.611. This near-total absence of risk signals is a strong indicator of a healthy research environment. By avoiding extreme individual publication volumes, the institution fosters a culture that prioritizes quality and meaningful intellectual contribution over sheer quantity. This effectively mitigates risks such as coercive authorship or 'salami slicing,' ensuring the integrity of the scientific record is not compromised by a drive for metrics.
The University of Gdansk shows a Z-score of -0.268, in stark contrast to the national average of 0.344. This demonstrates a clear case of preventive isolation, where the institution deliberately does not replicate the risk dynamics prevalent in its environment. By minimizing its reliance on in-house journals, the university actively avoids potential conflicts of interest and academic endogamy. This commitment to independent, external peer review strengthens the credibility of its research and enhances its global visibility, ensuring its output is validated through standard competitive channels.
With a Z-score of -0.848, the institution stands in sharp contrast to the national average of 0.026, which indicates a medium risk level. This significant difference shows a successful preventive isolation from a national trend. The university's extremely low rate of redundant output signals a strong institutional focus on publishing complete, coherent studies rather than fragmenting data to artificially inflate publication counts. This practice not only upholds the integrity of the scientific evidence but also demonstrates a commitment to providing significant new knowledge over prioritizing volume.