| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.863 | -0.390 |
|
Retracted Output
|
-0.259 | -0.128 |
|
Institutional Self-Citation
|
1.723 | 0.515 |
|
Discontinued Journals Output
|
-0.324 | -0.414 |
|
Hyperauthored Output
|
-0.700 | 0.106 |
|
Leadership Impact Gap
|
0.693 | 1.023 |
|
Hyperprolific Authors
|
-1.413 | -1.095 |
|
Institutional Journal Output
|
-0.268 | 0.023 |
|
Redundant Output
|
-0.759 | -0.068 |
The Universidad Nacional de San Juan demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.349, which is significantly better than the global average. The institution exhibits exceptional strengths in maintaining very low-risk levels for hyperprolific authorship, publication in institutional journals, and redundant output, indicating a culture that prioritizes quality and ethical rigor. Furthermore, it shows notable resilience by effectively mitigating national trends toward hyper-authorship and academic endogamy. The primary areas for strategic attention are a high rate of institutional self-citation and a moderate gap in research leadership impact, which suggest opportunities to enhance external validation and build greater intellectual autonomy. These findings are particularly relevant as the institution leverages its strong positioning in key thematic areas, including its Top 10 national rankings in Computer Science and Energy according to SCImago Institutions Rankings data. While a specific mission statement was not available for this analysis, these integrity risks, particularly the tendency towards academic insularity, could challenge the universal academic goals of achieving global excellence and fulfilling social responsibility through externally validated knowledge. By addressing its citation patterns, the institution can ensure its research influence is a reflection of global recognition, thereby solidifying its strong foundation and advancing its reputation as a leader in scientific integrity.
The institution presents a Z-score of -0.863, which is even lower than the national average of -0.390. This result indicates an exemplary and consistent low-risk profile, aligning perfectly with the national standard. The complete absence of risk signals in this area suggests that the institution's affiliations are managed with transparency and are not being used strategically to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and straightforward collaborative policy.
With a Z-score of -0.259, the institution demonstrates a more prudent profile than the national average of -0.128. This favorable comparison suggests that the institution's quality control and supervision mechanisms are particularly rigorous. A low rate of retractions is a sign of a healthy research environment, and in this case, the institution's performance indicates that its pre-publication review processes are more effective than the national standard in preventing the types of errors or malpractice that lead to retractions.
The institution's Z-score of 1.723 is notably higher than the national average of 0.515, indicating a high exposure to this particular risk. Although a certain level of self-citation is natural, this elevated rate suggests a potential vulnerability. It warns of the risk of creating scientific 'echo chambers' where the institution's work is validated internally without sufficient external scrutiny. This pattern could lead to an endogamous inflation of impact, where academic influence appears oversized due to internal dynamics rather than genuine recognition from the global scientific community, a trend that warrants a strategic review of citation practices.
The institution shows a slight divergence from the national trend with a Z-score of -0.324, compared to the country's very low-risk score of -0.414. This indicates that while the risk is low, the institution exhibits minor signals of this activity that are largely absent in the rest of the country. This finding constitutes a minor alert regarding the due diligence applied in selecting dissemination channels. It suggests a need to reinforce information literacy among researchers to ensure that scientific output is consistently directed toward reputable journals, thereby avoiding the reputational risks associated with low-quality or 'predatory' publishing practices.
The institution demonstrates significant resilience with a Z-score of -0.700, contrasting sharply with the medium-risk national average of 0.106. This suggests that internal control mechanisms are effectively mitigating a systemic risk present in the country. The institution successfully avoids the trend of author list inflation, thereby upholding individual accountability and transparency. This strong performance indicates a culture that values meaningful contributions over the political or honorary assignment of authorship, distinguishing its collaborative practices as both legitimate and well-governed.
With a Z-score of 0.693, the institution demonstrates differentiated management of this risk compared to the national average of 1.023. While a moderate gap still exists, the institution is moderating a risk that is more pronounced across the country. This suggests that while there is still some reliance on external partners for high-impact publications, the institution is making better progress than its peers in building internal capacity. The current gap still invites reflection on whether its scientific prestige is fully structural or partially dependent on collaborations where it does not exercise intellectual leadership, highlighting an opportunity to further strengthen its own research autonomy.
The institution's Z-score of -1.413 signals a total operational silence in this risk area, performing even better than the already very low national average of -1.095. This exceptional result reflects an environment with a healthy balance between productivity and quality. The complete absence of hyperprolific patterns suggests that the institution is free from practices such as coercive authorship or the prioritization of metrics over the integrity of the scientific record, reinforcing its commitment to meaningful and substantive intellectual contributions.
The institution displays a profile of preventive isolation with a Z-score of -0.268, in stark contrast to the medium-risk national average of 0.023. This indicates that the institution does not replicate the risk dynamics of academic endogamy observed elsewhere in the country. By avoiding over-reliance on its own journals, the institution demonstrates a strong commitment to independent, external peer review. This practice enhances the global visibility and credibility of its research, showing that it eschews potential conflicts of interest or internal 'fast tracks' in favor of standard competitive validation.
With a Z-score of -0.759, the institution's performance aligns perfectly with a low-risk national environment (country average of -0.068), showing a consistent and very low-risk profile. The absence of signals for this indicator suggests that the institution's researchers are not engaging in 'salami slicing' or the artificial fragmentation of studies to inflate publication counts. This reflects a culture that values the generation of significant new knowledge over the maximization of publication volume, contributing to a healthier and more efficient scientific ecosystem.
