| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.865 | -0.755 |
|
Retracted Output
|
-0.700 | -0.058 |
|
Institutional Self-Citation
|
0.629 | 0.660 |
|
Discontinued Journals Output
|
0.161 | -0.195 |
|
Hyperauthored Output
|
-1.072 | -0.109 |
|
Leadership Impact Gap
|
-0.796 | 0.400 |
|
Hyperprolific Authors
|
-0.609 | -0.611 |
|
Institutional Journal Output
|
-0.268 | 0.344 |
|
Redundant Output
|
1.064 | 0.026 |
Lodz University of Technology presents a robust scientific integrity profile, with an overall risk score of -0.361 that indicates a performance generally superior to the national standard. The institution demonstrates exceptional control in key areas such as the Rate of Retracted Output, Rate of Output in Institutional Journals, and Gap in Impact, showcasing strong internal governance and a commitment to quality. However, areas requiring strategic attention have been identified, specifically a medium risk in Institutional Self-Citation, Output in Discontinued Journals, and a notably high exposure to Redundant Output (Salami Slicing). These vulnerabilities contrast with the institution's outstanding thematic leadership, as evidenced by its top national rankings in critical fields like Agricultural and Biological Sciences (#1), Pharmacology, Toxicology and Pharmaceutics (#1), and Biochemistry, Genetics and Molecular Biology (#3), according to SCImago Institutions Rankings data. While a specific mission statement was not available for analysis, these identified risks could undermine the universal academic goals of excellence and social responsibility. Addressing these integrity vulnerabilities is crucial to ensure that the institution's perceived impact is a true reflection of its substantive scientific contributions. A proactive focus on diversifying citation sources, enhancing due diligence in journal selection, and promoting comprehensive research publications will fortify its already strong foundation and align its operational practices with its evident thematic excellence.
The institution exhibits a very low-risk Z-score of -0.865, which is well-aligned with the low-risk national standard in Poland (Z-score: -0.755). This low-profile consistency demonstrates that the institution's practices are in sync with a national environment where affiliation integrity is maintained. While multiple affiliations can be legitimate, the institution’s data shows no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This result reflects a clear and transparent approach to representing collaborative work, reinforcing the credibility of its research partnerships.
With a Z-score of -0.700, the institution shows a near-total absence of risk signals for retracted publications, a figure that is consistent with the low-risk national context (Z-score: -0.058). This excellent result suggests that the quality control mechanisms prior to publication are robust and effective. A high rate in this indicator can alert to systemic failures in integrity or methodological rigor, but the institution's performance indicates a strong culture of responsible supervision and sound scientific practice, effectively preventing the types of recurring errors or malpractice that lead to retractions.
The institution's Z-score of 0.629 places it at a medium risk level, a value that is nearly identical to the national average for Poland (Z-score: 0.660). This alignment suggests the institution's behavior is part of a systemic pattern common within the country's academic ecosystem. A certain level of self-citation is natural, but these figures warn of a potential 'echo chamber' where the institution may be validating its own work without sufficient external scrutiny. This shared national practice carries the risk of endogamous impact inflation, where academic influence is potentially oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution presents a medium-risk Z-score of 0.161, which represents a moderate deviation from the low-risk national standard (Z-score: -0.195). This indicates that the university shows a greater sensitivity to this risk factor than its national peers. This score serves as a critical alert regarding due diligence in selecting dissemination channels. It suggests that a portion of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and signaling an urgent need for improved information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.072, the institution maintains a low-risk profile that is significantly more rigorous than the national standard (Z-score: -0.109). This prudent profile suggests that the university manages its authorship attribution processes with greater control than the national average. While extensive author lists are legitimate in 'Big Science,' this result indicates the institution effectively avoids signals of author list inflation or the granting of 'honorary' authorships. This commitment to transparency ensures that individual accountability is not diluted, reinforcing the integrity of its collaborative research.
The institution demonstrates a low-risk Z-score of -0.796, showcasing significant institutional resilience when compared to the medium-risk trend observed nationally (Z-score: 0.400). This suggests that internal control mechanisms are successfully mitigating a systemic risk prevalent in the country. A wide positive gap can signal that scientific prestige is dependent on external partners, but this institution's low score indicates the opposite. Its excellent metrics appear to result from genuine internal capacity and intellectual leadership, pointing to a sustainable and structurally sound research ecosystem rather than one reliant on strategic positioning in collaborations.
The institution's Z-score of -0.609 is almost identical to the national average (Z-score: -0.611), indicating a level of risk that is statistically normal for its context and size. This alignment shows that the university does not have an unusual concentration of authors with extreme publication volumes. Such a balanced profile is positive, as it avoids the potential risks associated with hyper-prolificacy, 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 very low-risk Z-score of -0.268, the institution demonstrates a clear preventive isolation from the medium-risk dynamics observed across Poland (Z-score: 0.344). This is a notable strength, as it shows the center does not replicate a risk pattern common in its environment. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production consistently undergoes independent external peer review, which is essential for limiting the use of internal channels as 'fast tracks' and for securing genuine global visibility and competitive validation.
The institution's Z-score of 1.064 signifies a medium risk level, but its magnitude indicates a high exposure to this issue, as it is substantially greater than the national average (Z-score: 0.026). This suggests the university is more prone to showing alert signals for this practice than its peers. This high value warns of the potential for 'salami slicing,' where a coherent study might be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer review system, prioritizing publication volume over the generation of significant new knowledge.
