| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.013 | -0.755 |
|
Retracted Output
|
0.324 | -0.058 |
|
Institutional Self-Citation
|
-0.261 | 0.660 |
|
Discontinued Journals Output
|
-0.406 | -0.195 |
|
Hyperauthored Output
|
-0.644 | -0.109 |
|
Leadership Impact Gap
|
0.814 | 0.400 |
|
Hyperprolific Authors
|
-1.080 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
0.431 | 0.026 |
Cardinal Stefan Wyszynski University in Warsaw presents a balanced scientific integrity profile, with an overall risk score of -0.101, indicating areas of remarkable strength alongside specific vulnerabilities that require strategic attention. The institution demonstrates exemplary control and outperforms national averages in several key areas, including a very low rate of output in discontinued journals, minimal presence of hyperprolific authors, and a commendable avoidance of academic endogamy through limited use of institutional journals and low self-citation rates. However, this robust foundation is contrasted by medium-risk signals in the rates of multiple affiliations, retracted output, and redundant publications, as well as a notable dependency on external collaborations for scientific impact. These challenges warrant a focused review of internal quality assurance and authorship policies. The institution's academic prowess is evident in its strong national rankings in fields such as Arts and Humanities (11th in Poland), Psychology (16th), and Biochemistry, Genetics and Molecular Biology (18th), according to SCImago Institutions Rankings data. The identified integrity risks, particularly those concerning retractions and publication redundancy, directly challenge the University's mission to uphold "ethical values and respect for humanity." To maintain its status as a "vital link" in Poland's public science system, it is crucial to align its research practices fully with these core values. By leveraging its clear strengths in publication ethics and proactively addressing vulnerabilities in quality control and authorship attribution, the University can reinforce its commitment to excellence and solidify its reputation for producing scholarship of the highest integrity.
The institution's Z-score of 0.013 for this indicator represents a moderate deviation from the national average of -0.755, suggesting a greater sensitivity to risk factors than its peers in Poland. This divergence indicates that the University's authors declare multiple affiliations at a rate higher than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit. This pattern warrants a review of affiliation policies to ensure they reflect substantive collaborative contributions rather than "affiliation shopping," thereby safeguarding the institution's academic reputation.
With a Z-score of 0.324, the University shows a higher rate of retracted publications compared to the national average of -0.058. This moderate deviation suggests that the institution is more susceptible to this risk factor than its peers. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing systemically, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the scientific record.
The institution demonstrates strong institutional resilience in this area, with a Z-score of -0.261 that stands in positive contrast to the national average of 0.660. This indicates that the University's control mechanisms appear to successfully mitigate the systemic risks of self-citation prevalent in the country. A certain level of self-citation is natural to reflect ongoing research lines; however, the institution effectively avoids the creation of 'echo chambers' or endogamous impact inflation. This prudent approach ensures that the University's academic influence is validated by the global community rather than being oversized by internal dynamics.
The University maintains an exceptionally low-risk profile regarding publication in discontinued journals, with a Z-score of -0.406, which is notably better than the national average of -0.195. This demonstrates a consistent and effective due diligence process in selecting dissemination channels. A high proportion of output in such journals constitutes a critical alert, but the institution's near-total absence of this practice protects it from severe reputational risks. This performance indicates strong information literacy and prevents the misallocation of resources to 'predatory' or low-quality publishing venues.
With a Z-score of -0.644, significantly below the national average of -0.109, the institution exhibits a prudent profile in managing authorship. This suggests that its research processes are governed with more rigor than the national standard. Outside of "Big Science" contexts where large author lists are common, hyper-authorship can indicate inflation that dilutes individual accountability. The University's low rate signals a healthy research culture that effectively distinguishes between necessary massive collaboration and questionable 'honorary' authorship practices, thereby promoting transparency and integrity.
The institution's Z-score of 0.814 indicates a high exposure to this risk, surpassing the national average of 0.400. This wide positive gap, where the institution's overall impact is significantly higher than the impact of the research it leads, signals a potential sustainability risk. It suggests that a notable portion of its scientific prestige is dependent and exogenous, rather than being built on its own structural capacity. This metric invites a strategic reflection on whether the University's excellence is derived from genuine internal innovation or from its positioning in collaborations where it does not exercise primary intellectual leadership.
The University demonstrates an exemplary profile in this area, with a Z-score of -1.080 that is significantly lower than the national average of -0.611. This near-total absence of risk signals showcases a strong commitment to research quality over sheer quantity. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. The institution's very low score indicates a healthy balance, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, thus protecting the integrity of its scientific record.
The institution effectively isolates itself from the risk of academic endogamy, with a Z-score of -0.268 in stark contrast to the national trend, which sits at 0.344. This performance demonstrates a preventive approach that avoids the risk dynamics observed elsewhere in the country. Excessive dependence on in-house journals can create conflicts of interest, as the institution acts as both judge and party. By channeling its research through external, independent peer-reviewed venues, the University enhances its global visibility and ensures its scientific output is validated through standard competitive processes.
With a Z-score of 0.431, the institution shows a higher exposure to the risk of redundant publication than the national average of 0.026. This suggests the University is more prone to practices that artificially inflate publication counts. Massive and recurring bibliographic overlap between simultaneous publications often indicates data fragmentation or 'salami slicing.' This elevated rate serves as an alert to the potential practice of dividing a coherent study into minimal publishable units, a dynamic that overburdens the review system and prioritizes volume over the generation of significant new knowledge.
