| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.883 | -0.755 |
|
Retracted Output
|
-0.747 | -0.058 |
|
Institutional Self-Citation
|
-1.341 | 0.660 |
|
Discontinued Journals Output
|
0.035 | -0.195 |
|
Hyperauthored Output
|
1.359 | -0.109 |
|
Leadership Impact Gap
|
3.101 | 0.400 |
|
Hyperprolific Authors
|
0.469 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.739 | 0.026 |
The Pomeranian Medical University presents a robust and well-balanced scientific integrity profile, reflected in its overall score of -0.166. The institution demonstrates exceptional control and adherence to best practices in several critical areas, including an extremely low rate of institutional self-citation, retracted publications, and redundant output, which collectively signal a strong culture of quality control and external validation. However, this solid foundation is contrasted by areas requiring strategic attention, namely a significant rate of hyper-authored publications, a high dependency on external collaborations for impact, and moderate exposure to hyperprolific authorship and publishing in discontinued journals. These findings are particularly relevant given the University's strong thematic positioning, with SCImago Institutions Rankings placing it among Poland's leaders in Chemistry (2nd), Computer Science (6th), and Dentistry (7th). To fully realize its mission of achieving worldwide recognition and upholding an "excellent reputation," it is crucial to address these integrity vulnerabilities. Practices that could be perceived as author list inflation or publishing in low-quality venues directly challenge the stated commitment to the "highest stage" of quality and publication in "renowned professional journals." By proactively refining authorship policies and enhancing due diligence in publication venue selection, the University can fortify its scientific leadership and ensure its operational practices are in complete harmony with its ambitious strategic vision.
The institution's Z-score (-0.883) is very low, positioning it favorably against the already low national average (-0.755). This result demonstrates a healthy and transparent approach to academic collaboration that aligns with the national standard. The absence of risk signals in this area suggests that affiliations are managed legitimately, reflecting genuine partnerships and researcher mobility rather than strategic attempts to inflate institutional credit through "affiliation shopping."
With a Z-score of -0.747 compared to the national average of -0.058, the institution shows a near-absence of retracted publications. This performance is consistent with the low-risk national context and points to robust pre-publication quality control mechanisms. A rate significantly below the global average suggests that the institutional culture of integrity is effective, preventing the systemic failures or recurring malpractice that can lead to a high volume of retractions and successfully ensuring the reliability of its research output.
The institution exhibits an exceptionally low rate of self-citation (Z-score: -1.341), in stark contrast to the moderate risk level observed nationally (Z-score: 0.660). This demonstrates a commendable practice of seeking external validation and avoiding the scientific isolation of 'echo chambers.' By not replicating the risk dynamics present in its environment, the university ensures its academic influence is driven by global community recognition rather than being oversized by internal dynamics, reinforcing its commitment to a broad and impactful scientific dialogue.
The institution's Z-score of 0.035 indicates a medium-risk exposure to discontinued journals, a moderate deviation from the low-risk national average (-0.195). This suggests a greater sensitivity to this risk factor than its peers and constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a portion of its scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting an urgent need for enhanced information literacy to avoid 'predatory' practices.
A significant risk is identified in the rate of hyper-authored output, where the institution's Z-score (1.359) represents a severe discrepancy from the low-risk national context (-0.109). This atypical activity requires a deep integrity assessment. When this pattern appears outside 'Big Science' contexts where extensive author lists are legitimate, a high rate can indicate author list inflation, which dilutes individual accountability and transparency. This serves as a critical signal to investigate and distinguish between necessary massive collaboration and potential 'honorary' or political authorship practices.
The institution shows a high exposure to impact dependency, with a Z-score of 3.101 that is substantially higher than the national average of 0.400. Although both operate at a medium-risk level, the university is far more prone to this signal. Such a wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. This suggests that the institution'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 intellectual leadership.
The university's rate of hyperprolific authors (Z-score: 0.469) shows a moderate deviation from the low-risk national standard (-0.611), indicating a greater sensitivity to this risk. Extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals, successfully isolating itself from the moderate-risk trend seen at the national level (0.344). This is a sign of strong governance, as it avoids the conflicts of interest that arise when an institution acts as both judge and party. This practice ensures that its scientific production bypasses potential academic endogamy, undergoes independent external peer review, and enhances its global visibility through standard competitive validation rather than internal 'fast tracks'.
The institution shows a very low rate of redundant output (Z-score: -0.739), effectively disconnecting from the moderate-risk dynamics observed across the country (0.026). This indicates a strong editorial culture that prioritizes significant new knowledge over artificially inflated productivity. The absence of signals related to 'salami slicing'—the practice of dividing a coherent study into minimal publishable units—suggests that the university's researchers are committed to presenting impactful work, thereby protecting the integrity of the scientific evidence base and the efficiency of the peer-review system.
