| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.566 | -0.476 |
|
Retracted Output
|
-0.418 | -0.174 |
|
Institutional Self-Citation
|
-0.973 | -0.045 |
|
Discontinued Journals Output
|
-0.433 | -0.276 |
|
Hyperauthored Output
|
1.293 | 0.497 |
|
Leadership Impact Gap
|
0.926 | 0.185 |
|
Hyperprolific Authors
|
-0.064 | -0.391 |
|
Institutional Journal Output
|
1.629 | 0.278 |
|
Redundant Output
|
-0.061 | -0.228 |
The Universidad de Navarra demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.053, which indicates a performance superior to the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output, institutional self-citation, and publication in discontinued journals, showcasing strong quality control and a commitment to external validation. This solid foundation is complemented by outstanding academic positioning, with SCImago Institutions Rankings data placing the university among the top national leaders in critical areas such as Pharmacology, Toxicology and Pharmaceutics; Biochemistry, Genetics and Molecular Biology; and Medicine. However, to fully align with its mission of "searching for and transmitting the truth" with a "clear service purpose," attention is required for medium-risk indicators related to hyper-authorship, impact dependency, and publication in institutional journals. These signals, while not critical, suggest a potential focus on quantitative metrics that could subtly undermine the qualitative excellence and social responsibility central to the university's ethos. A proactive review of authorship and publication channel policies will ensure that the institution's impressive scientific output remains unequivocally aligned with its foundational values of integrity and genuine contribution.
With a Z-score of -0.566, the institution exhibits a prudent profile regarding multiple affiliations, managing its processes with more rigor than the national standard (Z-score -0.476). This controlled rate suggests that collaborations and researcher mobility are being managed transparently. While multiple affiliations are often a legitimate result of partnerships, the university's lower-than-average score indicates a reduced risk of strategic practices like "affiliation shopping," reinforcing a culture where institutional credit is earned through substantive collaboration rather than nominal association.
The institution demonstrates exceptional performance in this area, with a Z-score of -0.418, signifying a very low incidence of retracted publications. This result is notably better than the national context, which already sits at a low-risk level (Z-score -0.174). This absence of risk signals, consistent with the national standard of integrity, points to highly effective pre-publication quality control mechanisms. It suggests that the university's integrity culture and methodological rigor are successful in preventing the types of systemic errors or malpractice that often lead to retractions, thereby safeguarding its scientific reputation.
The university maintains a Z-score of -0.973, indicating a near-total absence of risk related to institutional self-citation and aligning with the low-risk national environment (Z-score -0.045). This exceptionally low rate is a strong indicator of scientific extroversion, showing that the institution's work is validated by the broader global community rather than within an internal 'echo chamber.' It effectively dismisses concerns about endogamous impact inflation, confirming that the university's academic influence is built on widespread external recognition and engagement, not on self-referential dynamics.
With a Z-score of -0.433, the institution shows an almost complete absence of publications in discontinued journals, a performance that aligns with and reinforces the low-risk national standard (Z-score -0.276). This demonstrates excellent due diligence in the selection of publication venues. This low-profile consistency is a critical strength, as it indicates that the university's researchers are successfully avoiding predatory or low-quality channels, thus preventing reputational damage and ensuring that scientific resources are invested in credible and enduring outlets.
The institution presents a Z-score of 1.293 for hyper-authored publications, a figure that, while within the medium-risk category shared with the national context (Z-score 0.497), indicates a significantly higher propensity for this practice. This suggests the university is more exposed than its national peers to dynamics that can lead to inflated author lists. When this pattern appears outside 'Big Science' contexts, it can signal a dilution of individual accountability and transparency. This serves as a signal to review authorship practices to distinguish between necessary massive collaboration and 'honorary' or political authorship that could compromise the integrity of the scientific record.
The university's Z-score of 0.926 in this indicator reveals a notable gap where its overall impact is significantly higher than the impact of research where it holds a leadership role. This value is considerably higher than the national average (Z-score 0.185), suggesting a high exposure to dependency on external partners for prestige. This wide positive gap signals a potential sustainability risk, as it suggests that a significant portion of the institution's scientific prestige may be exogenous and not derived from its own structural capacity. It invites a strategic reflection on whether excellence metrics are the result of internal intellectual leadership or advantageous positioning in collaborations led by others.
With a Z-score of -0.064, the institution's rate of hyperprolific authors is slightly higher than the national average (Z-score -0.391), though both remain at a low-risk level. This minor deviation points to an incipient vulnerability that warrants review before it escalates. While high productivity can be legitimate, extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This signal suggests a need to monitor for potential imbalances between quantity and quality, ensuring that authorship is always assigned for real participation and not driven by metric-focused pressures.
The university shows a Z-score of 1.629 for publications in its own journals, indicating a high exposure to this practice compared to the national average (Z-score 0.278), even though both are categorized as medium risk. This elevated rate warns of a potential conflict of interest, where the institution acts as both judge and party in the scientific validation process. It raises the risk of academic endogamy, where research might bypass rigorous, independent external peer review. This practice could limit the global visibility of its science and suggests that internal channels may be used as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score for redundant output is -0.061, a value that, while low, is slightly higher than the national benchmark (Z-score -0.228). This suggests an incipient vulnerability, where the university shows early signals of this practice that warrant monitoring. A high rate of bibliographic overlap between publications can indicate 'salami slicing,' where a single study is fragmented into minimal units to inflate productivity. Although the current level is not alarming, this signal serves as a reminder to prioritize the publication of significant new knowledge over sheer volume, thereby protecting the integrity of the scientific evidence base.