| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.378 | -0.755 |
|
Retracted Output
|
-0.569 | -0.058 |
|
Institutional Self-Citation
|
3.021 | 0.660 |
|
Discontinued Journals Output
|
-0.014 | -0.195 |
|
Hyperauthored Output
|
-1.087 | -0.109 |
|
Leadership Impact Gap
|
-0.477 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.721 | 0.026 |
Gdynia Maritime University demonstrates a commendable overall scientific integrity profile, characterized by a robust defense against most systemic risks prevalent at the national level. The institution's performance is marked by exceptional control over authorship practices, publication channels, and research originality, with six of the nine indicators registering at very low-risk levels. This operational diligence is a significant asset. However, this strong foundation is contrasted by a critical vulnerability in the Rate of Institutional Self-Citation, which is significantly elevated and requires immediate strategic attention. The University's academic strengths, as reflected in the SCImago Institutions Rankings, are most prominent in Earth and Planetary Sciences, Engineering, and Mathematics. While the institution's widespread integrity aligns with its mission to uphold "truth and reliability in science," the high self-citation rate poses a direct challenge to the values of "openness" and engagement on an "international scale," potentially creating an insular academic environment. By addressing this isolated issue, the University can fully align its practices with its mission, ensuring its reputation for excellence is built on globally recognized and externally validated contributions.
The institution presents a Z-score of -1.378, a value indicating a very low incidence of this practice, which is even more contained than the national average for Poland (-0.755). This result suggests a highly transparent and stable approach to declaring institutional affiliations, aligning with the low-risk standard observed nationally. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the University's exceptionally low rate provides strong assurance against any strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of clear and unambiguous academic contribution.
With a Z-score of -0.569, the institution demonstrates a very low rate of retracted publications, consistent with the low-risk environment of Poland (-0.058). This alignment indicates that the University's quality control mechanisms are effective and in line with national standards. Retractions can be complex events, but a rate significantly lower than the global average, as seen here, is a positive signal. It suggests that the institution's pre-publication review processes are robust, preventing the systemic failures or lack of methodological rigor that could otherwise lead to a high volume of corrections and damage its integrity culture.
A critical alert is raised by the institution's Z-score of 3.021, which indicates a significant risk level that starkly contrasts with and amplifies the medium-risk vulnerability already present in the national system (Poland's Z-score: 0.660). This disparity suggests the University is particularly prone to insular citation patterns. A certain level of self-citation is natural, but this disproportionately high rate signals a concerning scientific isolation or an 'echo chamber' where the institution validates its own work without sufficient external scrutiny. This practice creates a serious risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by genuine recognition from the global scientific community.
The institution's Z-score of -0.014 is within the low-risk band, as is the national average of -0.195. However, the University's score is slightly higher than the country's, pointing to an incipient vulnerability that warrants monitoring. While the overall risk is low, this subtle elevation suggests a potential weakness in the due diligence process for selecting dissemination channels. It serves as a proactive signal to reinforce information literacy among researchers to ensure that scientific production is consistently channeled through media that meet international ethical and quality standards, thereby avoiding future reputational risks associated with 'predatory' or low-quality practices.
The institution maintains a Z-score of -1.087, indicating a low rate of hyper-authorship that is notably more controlled than the national standard in Poland (-0.109). This prudent profile suggests the University manages its authorship processes with greater rigor than its national peers. In fields outside of 'Big Science,' where extensive author lists are not the norm, a low rate is a positive indicator. It demonstrates a commitment to avoiding author list inflation, thereby preserving individual accountability and transparency in research contributions and steering clear of practices like 'honorary' or political authorship.
With a Z-score of -0.477, the institution demonstrates a low-risk profile in its impact dependency, showcasing notable resilience against the systemic risks observed nationally (Poland's Z-score: 0.400). While it is common for institutions to rely on external partners for impact, the University's controlled gap suggests its scientific prestige is structurally sound and not overly dependent on collaborations where it does not exercise intellectual leadership. This indicates that its excellence metrics are more likely the result of genuine internal capacity, mitigating the sustainability risks associated with an exogenous and dependent impact profile.
The institution's Z-score of -1.413 is in the very low-risk category, reflecting an almost complete absence of hyperprolific authors and a stronger control than the already low-risk national context of Poland (-0.611). This consistency with the national standard is a positive sign of a balanced research environment. The data strongly suggests that the University's culture prioritizes the integrity of the scientific record over sheer volume, effectively avoiding the risks of coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution. This fosters a healthy balance between productivity and quality.
The institution exhibits a Z-score of -0.268, a very low-risk value that signals a deliberate and effective isolation from the risk dynamics observed in its environment (Poland's Z-score: 0.344). While the national system shows a medium-level tendency towards publishing in institutional journals, the University does not replicate this pattern. This is a significant strength, as it avoids the conflicts of interest that arise when an institution acts as both judge and party. By favoring external, independent peer review, the University enhances its global visibility and mitigates the risk of academic endogamy, ensuring its research is validated through standard competitive channels rather than potentially biased internal 'fast tracks'.
With a Z-score of -0.721, the institution shows a very low incidence of redundant publications, effectively insulating itself from the medium-risk trend prevalent across Poland (Z-score: 0.026). This preventive stance indicates a strong institutional focus on substance over volume. The data suggests a culture that discourages the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. By avoiding 'salami slicing,' the University upholds the integrity of the scientific evidence it produces and contributes meaningfully to cumulative knowledge without overburdening the peer review system.
