| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.606 | -0.514 |
|
Retracted Output
|
-0.043 | -0.126 |
|
Institutional Self-Citation
|
-1.070 | -0.566 |
|
Discontinued Journals Output
|
-0.495 | -0.415 |
|
Hyperauthored Output
|
-0.219 | 0.594 |
|
Leadership Impact Gap
|
-0.092 | 0.284 |
|
Hyperprolific Authors
|
-1.223 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.416 | 0.027 |
Duquesne University demonstrates an exceptional profile of scientific integrity, with an overall risk score of -0.411 that indicates robust governance and a commitment to responsible research practices. The institution's primary strengths lie in its near-total absence of risk signals related to Institutional Self-Citation, Hyperprolific Authors, and publication in Discontinued or Institutional Journals. Furthermore, the university exhibits remarkable resilience, effectively mitigating national risk trends in Hyper-Authored Output, the gap between internal and external impact, and Redundant Output. The only area presenting a minor signal is a slightly elevated, though still low, rate of retracted publications. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Pharmacology, Toxicology and Pharmaceutics, Biochemistry, Genetics and Molecular Biology, and Psychology. This strong integrity performance directly supports the university's mission as a Catholic institution, where ethical conduct and the pursuit of truth are paramount. The data confirms that its scholarly activities are aligned with these foundational values, reinforcing its reputation for excellence. To further solidify this position, the university is encouraged to maintain its current high standards while proactively reviewing pre-publication quality controls to ensure continued leadership in scientific integrity.
The institution presents a Z-score of -0.606, which is more favorable than the national average of -0.514. This indicates a prudent and well-managed approach to academic collaborations. The university's processes appear more rigorous than the national standard, effectively controlling for scenarios where affiliation practices could be used improperly. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's low rate suggests a clear policy that discourages strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby ensuring that credit is assigned transparently and accurately.
With a Z-score of -0.043, the institution's rate is slightly higher than the national average of -0.126, signaling an area of incipient vulnerability despite the overall low risk. This minor deviation suggests that the university's pre-publication quality control mechanisms may warrant a proactive review. Retractions are complex events, and while some reflect responsible error correction, a rate that edges above the national baseline, however slightly, could hint at a potential weakness in ensuring methodological rigor or supervising research integrity. This signal serves as an early warning to reinforce oversight and prevent any potential escalation.
The institution's Z-score of -1.070 is exceptionally low, positioning it well within the low-risk national context (Z-score: -0.566). This demonstrates a healthy pattern of external engagement and validation, confirming that the university's research is not confined to an internal 'echo chamber.' The absence of risk signals in this area aligns perfectly with the national standard for scientific outreach. This very low rate of self-citation is a strong indicator that the institution's academic influence is built on broad recognition from the global community rather than being inflated by endogamous or internal dynamics.
The institution shows a Z-score of -0.495, reflecting a near-total absence of this risk and performing even better than the already low national average of -0.415. This result signifies total operational silence in a critical area of research integrity. It demonstrates exceptional due diligence in the selection of dissemination channels for its research. This proactive avoidance of journals that fail to meet international ethical or quality standards protects the institution from severe reputational risks and confirms a sophisticated level of information literacy among its researchers, preventing the waste of resources on 'predatory' or low-quality publishing practices.
With a Z-score of -0.219, the institution maintains a low-risk profile in a context where the national average shows a medium risk (Z-score: 0.594). This demonstrates significant institutional resilience, suggesting that internal control mechanisms are effectively mitigating a systemic risk present in the country. The university successfully distinguishes between necessary massive collaboration in 'Big Science' and practices of author list inflation. This control ensures that authorship reflects genuine contribution, thereby maintaining individual accountability and transparency in its scientific output.
The institution's Z-score of -0.092 indicates a low and healthy gap, contrasting sharply with the medium-risk national average of 0.284. This is a clear sign of institutional resilience and sustainable research capacity. The data suggests that the university's scientific prestige is not dependent on external partners but is driven by strong internal capabilities and intellectual leadership. This balanced performance confirms that its excellence metrics are the result of genuine, structural capacity, ensuring its long-term scientific influence is both authentic and self-sufficient.
The institution's Z-score of -1.223 is extremely low, aligning with the low-risk national environment (Z-score: -0.275). This absence of risk signals is consistent with national standards and points to a healthy research culture. The university shows no signs of the extreme individual publication volumes that often challenge the limits of meaningful intellectual contribution. This indicates a well-balanced environment that prioritizes quality over quantity, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation, thus upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates a near-complete absence of publications in its own journals, a rate even lower than the national average of -0.220. This reflects total operational silence on a potential conflict of interest. By overwhelmingly favoring external, independent publication channels, the university avoids any risk of academic endogamy or bypassing rigorous peer review. This commitment to external validation significantly enhances the global visibility and credibility of its research, confirming that its output is validated through standard, competitive international processes.
The institution has a Z-score of -0.416, indicating a very low incidence of redundant publications, particularly when compared to the medium-risk national average of 0.027. This disparity highlights the university's institutional resilience and its ability to filter out practices that are more common at the national level. The low rate suggests a strong institutional focus on producing coherent, significant studies rather than artificially inflating productivity metrics through 'salami slicing.' This commitment to substantive new knowledge protects the integrity of the scientific record and avoids overburdening the peer review system.