| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.113 | -0.821 |
|
Retracted Output
|
-0.437 | -0.095 |
|
Institutional Self-Citation
|
-1.854 | 0.288 |
|
Discontinued Journals Output
|
0.083 | -0.284 |
|
Hyperauthored Output
|
1.008 | 0.472 |
|
Leadership Impact Gap
|
5.624 | 0.807 |
|
Hyperprolific Authors
|
-0.598 | -0.608 |
|
Institutional Journal Output
|
-0.268 | 1.531 |
|
Redundant Output
|
0.322 | -0.247 |
University North demonstrates a solid overall scientific integrity profile, reflected in its low aggregate risk score of 0.042. The institution exhibits significant strengths in core areas of research ethics, with very low-risk indicators for retracted output, institutional self-citation, and publication in its own journals. These results suggest a robust culture of quality control and a commitment to external validation. However, this strong foundation is contrasted by a critical vulnerability: a significant gap between the impact of its total output and that of research where it holds intellectual leadership. This dependency on external partners, coupled with medium-level risks in publication strategies—such as output in discontinued journals, hyper-authorship, and redundant publications—presents a strategic challenge. These findings are particularly relevant given the University's strong national standing in key thematic areas, including a Top 2 position in Medicine and Top 5 rankings in Computer Science, Engineering, and Agricultural Sciences, according to SCImago Institutions Rankings data. While collaboration is central to its mission of serving the regional economy and health system, the identified risks could undermine the long-term goal of achieving "quality realization" and sustainable scientific leadership. The challenge is to leverage its collaborative success to build internal capacity, ensuring that its reputation for excellence is rooted in its own structural strengths and not solely dependent on external partnerships. A proactive approach to refining publication guidelines and authorship policies will be crucial to align its operational practices fully with its mission of quality and social responsibility.
The institution's Z-score of -0.113 for multiple affiliations is within the low-risk range but indicates a slightly higher incidence than the national average of -0.821. This profile suggests an incipient vulnerability that warrants observation. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight upward trend compared to the national baseline could be an early signal of strategic attempts to inflate institutional credit through "affiliation shopping." Although not currently an alarm, it represents a dynamic that should be monitored to ensure that collaborative practices remain transparent and focused on genuine scientific partnership rather than metric optimization.
With a Z-score of -0.437, the institution demonstrates a very low rate of retracted publications, performing better than the already low-risk national average (Z-score -0.095). This low-profile consistency is a strong positive signal. Retractions can be complex, but a rate significantly below the norm suggests that the institution's quality control and supervision mechanisms prior to publication are functioning effectively. The absence of risk signals in this critical area aligns with a healthy national environment, indicating a robust culture of integrity and methodological rigor.
The university exhibits a Z-score of -1.854, indicating a very low rate of institutional self-citation, which represents a preventive isolation from the medium-risk trend observed nationally (Z-score 0.288). This is a significant strength, demonstrating that the institution successfully avoids the risks of scientific isolation or creating 'echo chambers'. A certain level of self-citation is natural, but this exceptionally low value confirms that the institution's academic influence is validated by the global community rather than being inflated by internal dynamics, showcasing a healthy integration into international scientific discourse.
The institution's Z-score of 0.083 places it in the medium-risk category for publishing in discontinued journals, a moderate deviation from the low-risk national average of -0.284. This suggests the center has a greater sensitivity to this risk factor than its peers. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. This finding indicates that a portion of scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of 1.008, the university shows a higher exposure to hyper-authored publications compared to the national average of 0.472, though both are in the medium-risk category. This indicates the institution is more prone to this practice than its environment. While extensive author lists are legitimate in 'Big Science' disciplines, a high Z-score outside these contexts can signal author list inflation, which dilutes individual accountability and transparency. This serves as a signal to review authorship practices to distinguish between necessary massive collaboration and potentially 'honorary' or political authorship, which could compromise research integrity.
The institution presents a significant risk with a Z-score of 5.624, a figure that dramatically accentuates the vulnerability already present in the national system (Z-score 0.807). This extremely wide positive gap—where overall impact is high but the impact of research led by the institution is low—signals a critical sustainability risk. It strongly suggests that the university's scientific prestige is dependent and exogenous, not structural. This finding calls for an urgent strategic reflection on whether its excellence metrics are the result of genuine internal capacity or a byproduct of strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The university's Z-score for hyperprolific authors is -0.598, indicating a low-risk level that is in statistical normality with the national average of -0.608. This alignment shows that the institution's research environment does not foster extreme individual publication volumes. This is a positive sign, as it suggests a healthy balance between quantity and quality, and a low probability of practices such as coercive authorship or assigning credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
University North demonstrates a very low rate of publication in its own journals, with a Z-score of -0.268. This constitutes a form of preventive isolation from the medium-risk trend seen at the national level (Z-score 1.531). This is a strong indicator of good governance, as excessive dependence on in-house journals can raise conflicts of interest. By avoiding this practice, the institution ensures its scientific production undergoes independent external peer review, mitigating the risk of academic endogamy and enhancing its global visibility and credibility.
With a Z-score of 0.322, the institution falls into the medium-risk category for redundant output, showing a moderate deviation from the low-risk national standard (Z-score -0.247). This suggests a greater sensitivity to this particular risk factor. A high value in this indicator alerts to the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This practice can distort the scientific evidence base and overburden the review system, suggesting a need to review publication strategies to ensure they prioritize significant new knowledge over sheer volume.
