| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.402 | -0.755 |
|
Retracted Output
|
-0.578 | -0.058 |
|
Institutional Self-Citation
|
-0.614 | 0.660 |
|
Discontinued Journals Output
|
-0.373 | -0.195 |
|
Hyperauthored Output
|
0.803 | -0.109 |
|
Leadership Impact Gap
|
1.836 | 0.400 |
|
Hyperprolific Authors
|
-0.534 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.307 | 0.026 |
The Medical University of Gdansk demonstrates a robust scientific integrity profile, with an overall risk score of -0.282 indicating a performance that is healthier than the global average. The institution exhibits significant strengths in its publication practices, with very low risk signals for retracted output, publication in discontinued journals, and output in its own institutional journals. This foundation of quality control and commitment to external validation is particularly commendable, as it shows resilience against national trends toward academic endogamy and self-citation. These strengths align directly with the University's mission to advance "modern education and research for health," as reflected in its top-tier national rankings in core areas such as Dentistry (ranked 8th in Poland) and Medicine (ranked 10th in Poland), according to SCImago Institutions Rankings data. However, to fully realize its mission, attention should be directed toward two areas of medium risk: a tendency toward hyper-authored publications and a notable gap in impact between collaborative work and research led internally. These signals suggest a potential dependency on external partners for prestige and a need to reinforce internal authorship standards to ensure that its excellent reputation is built upon a sustainable and sovereign research capacity. By addressing these strategic vulnerabilities, the University can further solidify its role as a leader in the development of medicine, ensuring that its operational practices fully embody the principles of excellence and transparency.
The institution presents a Z-score of -0.402, a low-risk value that is slightly higher than the national average of -0.755. This indicates a state of statistical normality, but also an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility and partnerships, and the current level is not alarming, the university shows slightly more activity in this area than its national peers. This minor signal suggests that a review of affiliation patterns could be beneficial to ensure they consistently reflect substantive collaborations rather than escalating into strategic attempts to inflate institutional credit through "affiliation shopping."
With a Z-score of -0.578, the institution demonstrates a very low rate of retracted publications, performing significantly better than the national average of -0.058. This low-profile consistency reflects a healthy research environment where the absence of risk signals aligns with a secure national standard. Retractions can be complex, but a rate significantly below the norm is a strong positive indicator. It suggests that the university's quality control mechanisms prior to publication are functioning effectively, preventing the kind of systemic failures or recurring malpractice that a higher rate might imply and reinforcing its commitment to a culture of integrity and methodological rigor.
The institution shows a Z-score of -0.614, a low-risk value that contrasts sharply with the medium-risk national average of 0.660. This demonstrates notable institutional resilience, as control mechanisms appear to be successfully mitigating systemic risks prevalent in the country. A certain level of self-citation is natural, but the university's low rate indicates it is effectively avoiding the creation of scientific 'echo chambers.' This suggests that the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics, showcasing a healthy integration with external scientific discourse.
The university's Z-score for this indicator is -0.373, a very low value that is well below the national average of -0.195. This excellent result demonstrates low-profile consistency, where the absence of risk signals is in harmony with the low-risk national context. A low proportion of publications in discontinued journals is a critical sign of due diligence in selecting dissemination channels. It indicates that the institution's researchers are successfully navigating the publishing landscape, avoiding the reputational damage and wasted resources associated with 'predatory' or low-quality media and upholding high ethical and quality standards.
With a Z-score of 0.803, the institution registers a medium level of risk, representing a moderate deviation from the low-risk national average of -0.109. This suggests the university is more sensitive to this particular risk factor than its peers. While extensive author lists are legitimate in 'Big Science,' a medium-risk score outside these contexts can be a signal of author list inflation, which dilutes individual accountability. This finding serves as a prompt to analyze authorship practices to distinguish between necessary massive collaboration and potentially 'honorary' or political attributions that could compromise transparency.
The institution has a Z-score of 1.836, a medium-risk value that is substantially higher than the national average of 0.400. Although both operate within a medium-risk context, the university's score indicates a high exposure to this vulnerability, suggesting it is more prone to this alert than its environment. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. It suggests that the university's scientific prestige may be dependent and exogenous, inviting reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -0.534 is in the low-risk category, closely mirroring the national average of -0.611. While this reflects statistical normality, the university's score is slightly higher, pointing to an incipient vulnerability that warrants review before it escalates. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This minor signal serves as a reminder to ensure a healthy balance between quantity and quality, guarding against risks such as coercive authorship or the assignment of credit without real participation, which prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution maintains a very low-risk profile, demonstrating a clear preventive isolation from the medium-risk dynamics observed at the national level (Z-score: 0.344). This is a significant strength. Over-reliance on in-house journals can create conflicts of interest and academic endogamy, but the university's low rate indicates a strong commitment to independent, external peer review. This practice not only avoids the risk of using internal channels as 'fast tracks' for publication but also enhances the global visibility and competitive validation of its scientific output.
The institution's Z-score of -0.307 places it in the low-risk category, showcasing institutional resilience when compared to the medium-risk national average of 0.026. This suggests that the university's control mechanisms are effectively mitigating a risk that is more common in its environment. A low rate of redundant output indicates that the institution discourages the practice of 'salami slicing,' where studies are fragmented into minimal publishable units to artificially inflate productivity. By prioritizing significant new knowledge over volume, the university upholds the integrity of the scientific evidence base and avoids overburdening the peer review system.