| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.628 | -0.390 |
|
Retracted Output
|
-0.306 | -0.128 |
|
Institutional Self-Citation
|
-0.818 | 0.515 |
|
Discontinued Journals Output
|
-0.507 | -0.414 |
|
Hyperauthored Output
|
1.347 | 0.106 |
|
Leadership Impact Gap
|
2.088 | 1.023 |
|
Hyperprolific Authors
|
-0.628 | -1.095 |
|
Institutional Journal Output
|
-0.268 | 0.023 |
|
Redundant Output
|
-1.000 | -0.068 |
The Universidad Nacional de San Martin presents a balanced scientific integrity profile, with an overall Z-score of -0.139 that reflects a combination of exceptional strengths and specific, high-impact vulnerabilities. The institution demonstrates a robust culture of research ethics in several key areas, evidenced by very low risk levels in institutional self-citation, redundant output (salami slicing), and publication in discontinued or institutional journals. These strengths signal a strong commitment to external validation and originality. However, this solid foundation is contrasted by a significant alert in hyper-authored output and medium-level risks related to multiple affiliations and a dependency on external collaborations for scientific impact. According to SCImago Institutions Rankings data, the university excels nationally in critical fields such as Biochemistry, Genetics and Molecular Biology (ranked 2nd in Argentina), Medicine (2nd), and Economics, Econometrics and Finance (5th). To fully align with its mission to "consolidate...as a University of research, innovation and knowledge transfer" with the "capacity to generate knowledge and value," it is crucial to address the identified risks. Practices that inflate authorship or rely heavily on external leadership could undermine the development of genuine internal capacity and the transparent generation of knowledge, which are central to its mission. By leveraging its clear strengths in research integrity to mitigate these specific vulnerabilities, the university can ensure its operational practices fully support its strategic vision of excellence and social value.
The institution shows a Z-score of 0.628 in this indicator, placing it at a medium risk level and diverging from the low-risk national average of -0.390. This moderate deviation suggests the university is more sensitive than its national peers to practices leading to a higher rate of multiple affiliations. While often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This discrepancy warrants a review to ensure that all declared affiliations are substantive and reflect genuine collaboration, rather than being used primarily to maximize institutional metrics.
With a Z-score of -0.306, the institution maintains a low-risk profile for retracted publications, performing more rigorously than the national standard (Z-score: -0.128). This prudent profile suggests that the university's quality control and supervision mechanisms are effective. Retractions can be complex, sometimes resulting from the honest correction of errors, but a consistently low rate indicates a healthy research environment where potential issues are likely identified and resolved before publication, reinforcing the integrity of its scientific output.
The university demonstrates an exceptionally low rate of institutional self-citation (Z-score: -0.818), in stark contrast to the medium risk level observed nationally (Z-score: 0.515). This result reflects a form of preventive isolation, where the institution successfully avoids risk dynamics that are more common in its environment. A certain level of self-citation is natural, but the university's very low rate effectively mitigates any concern of scientific isolation or 'echo chambers.' This confirms that its academic influence is built on external validation from the global community, not on endogamous impact inflation, showcasing a strong integration into international scientific discourse.
The institution exhibits total operational silence in this area, with a Z-score of -0.507, which is even lower than the already minimal national average of -0.414. This absence of risk signals indicates an exemplary due diligence process in selecting publication venues. It demonstrates that the university's researchers are effectively avoiding channels that do not meet international ethical or quality standards, thereby protecting the institution from reputational risks associated with 'predatory' or low-quality practices and ensuring research resources are well-invested.
A significant alert is raised by the institution's Z-score of 1.347 for hyper-authored output, a value that dramatically exceeds the national medium-risk average of 0.106. This finding indicates that the university is not just participating in but actively amplifying a national vulnerability related to authorship practices. While extensive author lists are standard in 'Big Science,' such a high score outside those contexts points to a systemic risk of author list inflation, which dilutes individual accountability and transparency. It is urgent to investigate whether these patterns reflect necessary large-scale collaborations or are driven by 'honorary' authorship, a practice that compromises the integrity of the research record.
The institution shows high exposure to impact dependency, with a Z-score of 2.088, which is significantly higher than the national average of 1.023. Both scores are in the medium-risk range, but the university's value indicates it is more prone to this risk than its peers. This wide positive gap—where overall impact is high but the impact of institution-led research is comparatively low—signals a potential sustainability risk. It suggests that the university's scientific prestige may be largely dependent and exogenous, rather than structural. This invites a strategic reflection on whether its excellence metrics stem from genuine internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of -0.628, the institution shows a low-risk level for hyperprolific authors, yet this represents a slight divergence from the national context, where such activity is virtually non-existent (country Z-score: -1.095). This suggests the emergence of isolated signals of risk activity that are not present elsewhere in the country. While high productivity can be legitimate, extreme publication volumes challenge the limits of meaningful intellectual contribution. This incipient signal warrants monitoring to prevent potential imbalances between quantity and quality and to ensure that authorship is not assigned without real participation.
The university maintains a very low-risk profile regarding publication in its own journals, with a Z-score of -0.268, effectively isolating itself from the medium-risk trend seen at the national level (Z-score: 0.023). This commendable practice demonstrates a clear separation from the risk of academic endogamy. By avoiding over-reliance on in-house journals, the institution ensures its scientific production undergoes independent external peer review, which is essential for global visibility and competitive validation. This approach prevents potential conflicts of interest and reinforces the credibility of its research.
The institution shows a very low risk of redundant output, or 'salami slicing,' with a Z-score of -1.000, which is well below the low-risk national average of -0.068. This low-profile consistency demonstrates an institutional culture that aligns with national standards for research integrity and originality. The absence of signals for this indicator suggests that researchers are not engaging in the practice of dividing studies into minimal publishable units to artificially inflate productivity. This commitment to publishing significant, coherent bodies of work strengthens the scientific record and reflects a focus on knowledge contribution over mere volume.
