| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.415 | -0.755 |
|
Retracted Output
|
-0.428 | -0.058 |
|
Institutional Self-Citation
|
-1.380 | 0.660 |
|
Discontinued Journals Output
|
-0.249 | -0.195 |
|
Hyperauthored Output
|
0.539 | -0.109 |
|
Leadership Impact Gap
|
4.324 | 0.400 |
|
Hyperprolific Authors
|
-1.413 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
-0.513 | 0.026 |
Opole University presents a robust overall scientific integrity profile, reflected in a low aggregate risk score of -0.239. The institution demonstrates exceptional control over practices related to academic endogamy and individual productivity, with very low risk signals in institutional self-citation, output in its own journals, redundant publications, and hyperprolific authorship. These strengths form a solid foundation for research governance. However, this profile is contrasted by two significant vulnerabilities: a high dependency on external collaborations for research impact and a moderate tendency towards hyper-authored publications. Thematically, the university excels in specific areas according to SCImago Institutions Rankings data, notably ranking among the top national institutions in Psychology, Arts and Humanities, and Environmental Science. While the institution's specific mission was not available for this analysis, the identified dependency on external leadership for impact could challenge common university goals of fostering sovereign intellectual capacity and sustainable excellence. Addressing this strategic vulnerability is crucial to ensure that the institution's recognized thematic strengths translate into self-sufficient, long-term academic leadership, fully aligning its operational reality with a commitment to both integrity and social responsibility.
The institution's Z-score of -0.415 indicates a low-risk profile, though it is slightly higher than the national average of -0.755. This suggests an incipient vulnerability, where the university shows minor signals of risk that warrant observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this small upward deviation compared to the national standard could be an early indicator of strategic attempts to inflate institutional credit. It is advisable to monitor this trend to ensure all declared affiliations continue to reflect substantive and transparent collaborations.
With a Z-score of -0.428, the institution demonstrates a very low rate of retracted publications, a figure that aligns well with the low-risk national context (Z-score -0.058). This low-profile consistency suggests that the university's quality control and supervision mechanisms are functioning effectively prior to publication. The absence of significant risk signals in this area points to a healthy integrity culture, where methodological rigor and responsible research practices successfully prevent the kind of systemic failures that often lead to a high volume of retractions.
The institution shows a Z-score of -1.380, indicating a very low level of self-citation that contrasts sharply with the medium-risk national average of 0.660. This reflects a state of preventive isolation, where the university does not replicate the risk dynamics observed in its environment. Such a low rate is a strong positive signal, suggesting the institution avoids scientific 'echo chambers' and does not inflate its impact through endogamous practices. Instead, its research appears to be validated by the broader international community, demonstrating a high degree of external scrutiny and recognition.
The institution's Z-score of -0.249 is slightly lower than the country's Z-score of -0.195, both of which fall within the low-risk category. This prudent profile indicates that the university manages its publication processes with more rigor than the national standard. This suggests that its researchers exercise a higher degree of due diligence in selecting dissemination channels, effectively avoiding media that do not meet international ethical or quality standards. This practice safeguards institutional reputation and prevents the misallocation of resources to 'predatory' or low-quality outlets.
The institution presents a Z-score of 0.539, corresponding to a medium risk level, which marks a moderate deviation from the low-risk national average of -0.109. This indicates that the university shows a greater sensitivity to risk factors leading to inflated author lists than its national peers. While extensive author lists are legitimate in 'Big Science' contexts, this elevated signal warrants a review to distinguish between necessary massive collaborations and potential 'honorary' authorship practices that can dilute individual accountability and transparency.
This indicator reveals the institution's most critical vulnerability, with a Z-score of 4.324 placing it at a significant risk level. This figure accentuates the moderate risk seen at the national level (Z-score 0.400), indicating that the university amplifies a systemic vulnerability. The wide positive gap suggests that the institution's scientific prestige is heavily dependent on external partners and may not be rooted in its own structural capacity. This signals a sustainability risk, inviting urgent reflection on whether its high-impact metrics result from genuine internal capabilities or from strategic positioning in collaborations where it does not exercise intellectual leadership.
With a Z-score of -1.413, the institution shows a very low rate of hyperprolific authors, performing even better than the low-risk national average of -0.611. This low-profile consistency demonstrates an absence of risk signals in this area. The data suggests a healthy balance between quantity and quality of output, indicating that the institution is not exposed to risks such as coercive authorship or the assignment of credit without real participation. This reflects an environment where the integrity of the scientific record is prioritized over the inflation of individual productivity metrics.
The institution's Z-score of -0.268 (very low risk) demonstrates a clear case of preventive isolation from the national trend, where the country has a medium-risk Z-score of 0.344. This strong performance indicates that the university avoids the potential conflicts of interest and academic endogamy associated with excessive reliance on in-house journals. By favoring external, independent peer review, the institution ensures its scientific production is validated against global standards, thereby enhancing its visibility and credibility while steering clear of practices that might serve as 'fast tracks' to inflate publication counts.
The institution exhibits a very low Z-score of -0.513 in redundant output, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score 0.026). This strong negative signal indicates that the university's research culture does not support 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to artificially inflate productivity. This performance suggests a commitment to publishing complete, significant contributions to knowledge, which strengthens the scientific record and avoids overburdening the peer-review system.