| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.005 | -0.390 |
|
Retracted Output
|
-0.277 | -0.128 |
|
Institutional Self-Citation
|
-0.736 | 0.515 |
|
Discontinued Journals Output
|
-0.321 | -0.414 |
|
Hyperauthored Output
|
0.266 | 0.106 |
|
Leadership Impact Gap
|
3.529 | 1.023 |
|
Hyperprolific Authors
|
-1.413 | -1.095 |
|
Institutional Journal Output
|
-0.268 | 0.023 |
|
Redundant Output
|
-0.088 | -0.068 |
Universidad Maimonides presents a balanced scientific integrity profile, with an overall risk score of -0.168 indicating performance that is generally aligned with expected standards, yet marked by specific areas requiring strategic attention. The institution demonstrates notable strengths in maintaining very low-risk levels for Hyperprolific Authors and Output in Institutional Journals, effectively insulating itself from national trends toward academic endogamy. Furthermore, it shows commendable resilience by controlling Institutional Self-Citation and maintaining a prudent profile in Retracted Output, suggesting robust internal quality mechanisms. However, a significant vulnerability emerges in the Gap between the impact of its total output and that of its internally-led research, which represents a critical dependency on external partners. This, combined with a heightened exposure to Hyper-Authored Output, points to potential challenges in fostering independent research leadership. According to SCImago Institutions Rankings data, the university holds competitive positions in key thematic areas such as Agricultural and Biological Sciences and Earth and Planetary Sciences. To fully align with its mission of "forming professionals with critical and creative thinking," it is crucial to address the identified dependency risk. True innovation and societal contribution, as envisioned in the mission, are best built upon a foundation of strong internal intellectual leadership, not just strategic participation. By focusing on cultivating this internal capacity and ensuring authorship practices reflect genuine contribution, Universidad Maimonides can fortify its scientific core and more effectively fulfill its institutional purpose.
The institution's Z-score of -0.005 is slightly higher than the national average of -0.390. Although both values fall within a low-risk range, this subtle difference suggests an incipient vulnerability at the institutional level. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution shows early signals of this activity that warrant review before they escalate. It is advisable to monitor this trend to ensure it reflects genuine collaboration rather than strategic "affiliation shopping" designed to artificially inflate institutional credit.
With a Z-score of -0.277, the institution demonstrates a more prudent profile compared to the national average of -0.128. This lower rate of retracted publications is a positive indicator of the institution's commitment to scientific integrity. Retractions are complex events, but a rate below the national standard suggests that the quality control and supervision mechanisms prior to publication are functioning effectively. This performance points to a healthy integrity culture, where potential errors are likely identified and corrected before dissemination, safeguarding the institution's reputation.
The institution exhibits strong institutional resilience with a Z-score of -0.736, contrasting sharply with the medium-risk national average of 0.515. This indicates that the university’s control mechanisms successfully mitigate the systemic risks of academic isolation observed elsewhere in the country. A certain level of self-citation is natural, but this very low rate confirms that the institution avoids the "echo chambers" that can inflate impact through endogamous validation. Instead, its academic influence is being validated by the broader external scientific community, a hallmark of robust and globally integrated research.
A slight divergence is noted with the institution's Z-score of -0.321 compared to the country's very low-risk score of -0.414. This indicates that the university shows minor signals of risk activity that are largely absent in the rest of the country. While the overall risk is low, this presence in discontinued journals constitutes a minor alert regarding due diligence in selecting dissemination channels. It suggests a need to reinforce information literacy among researchers to ensure scientific output is channeled through reputable media that meet international standards, thus avoiding potential reputational harm and the misallocation of research efforts.
The institution's Z-score of 0.266 is higher than the national average of 0.106, placing both in the medium-risk category but indicating a higher exposure for the university. This suggests the institution is more prone to showing alert signals related to authorship than its environment. A high rate of hyper-authored output can indicate author list inflation, a practice that dilutes individual accountability and transparency. This signal warrants a closer examination to distinguish between necessary, large-scale collaborations and the potential inclusion of 'honorary' authorships, which can undermine the principles of responsible research.
The institution's Z-score of 3.529 is at a significant risk level, accentuating the medium-risk vulnerability present in the national system (1.023). This wide positive gap is a critical finding, suggesting that the institution's scientific prestige is highly dependent and exogenous, not structural. The high value warns that while the university participates in high-impact research, it may not be exercising intellectual leadership in those collaborations. This signals a pressing sustainability risk, inviting urgent reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in projects led by external partners.
With a Z-score of -1.413, the institution demonstrates a state of total operational silence in this area, performing even better than the very low-risk national average of -1.095. This exemplary result indicates a complete absence of risk signals related to extreme individual publication volumes. It points to a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer quantity, effectively avoiding risks such as coercive authorship or metric-chasing behaviors that can compromise the integrity of the scientific record.
The institution shows a clear case of preventive isolation, with a very low-risk Z-score of -0.268, in stark contrast to the medium-risk national average of 0.023. This demonstrates that the university does not replicate the risk dynamics observed in its environment regarding the use of in-house journals. By avoiding excessive dependence on its own publication channels, the institution circumvents potential conflicts of interest and academic endogamy. This commitment to independent, external peer review strengthens the global visibility and credibility of its research, ensuring its work is validated against international competitive standards.
The institution's Z-score of -0.088 is statistically normal and closely aligned with the national average of -0.068. This indicates that the level of bibliographic overlap between publications is as expected for its context and size, without suggesting a systemic issue. While citing previous work is essential, a high rate can signal 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. The institution's low-risk score suggests that its research practices prioritize the communication of significant new knowledge over the artificial inflation of publication volume.
