| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.736 | -0.565 |
|
Retracted Output
|
-0.522 | -0.149 |
|
Institutional Self-Citation
|
-0.315 | 0.169 |
|
Discontinued Journals Output
|
-0.203 | -0.070 |
|
Hyperauthored Output
|
0.154 | -0.127 |
|
Leadership Impact Gap
|
-0.003 | 0.479 |
|
Hyperprolific Authors
|
-0.979 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
-0.525 | -0.016 |
The Universidad Autónoma de San Luis Potosí demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.430 that indicates a performance significantly healthier than the national average. The institution exhibits remarkable strengths in maintaining very low-risk levels for retracted output, hyperprolific authorship, redundant publications, and output in its own journals. Furthermore, it shows exceptional resilience by effectively mitigating national risk trends in institutional self-citation and impact dependency. The only area requiring attention is a moderate deviation in hyper-authored output. According to SCImago Institutions Rankings data, the university's scientific leadership is particularly strong in areas such as Dentistry (ranked 5th nationally), Energy (11th), Chemistry (12th), and Pharmacology, Toxicology and Pharmaceutics (12th). This strong integrity posture directly supports its mission to train "ethical and competent" professionals with "social responsibility." The identified risk in authorship practices, while moderate, could challenge this ethical commitment by potentially diluting individual accountability. Overall, the results reflect a culture of high integrity, and the recommendation is to sustain these excellent practices while implementing a focused review of authorship policies to ensure they align with the institution's high standards of transparency and excellence.
The institution presents a Z-score of -0.736, a value indicating a more prudent profile than the national average of -0.565. This suggests that the university manages its affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this controlled rate indicates that the institution is effectively avoiding practices that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping," thereby ensuring that collaborative credit is transparent and justified.
With a Z-score of -0.522, the institution shows a near-total absence of risk signals, a figure that is consistent with, and even improves upon, the low-risk national context (Z-score of -0.149). Retractions can be complex, but such a low rate is a strong positive indicator. It suggests that the university's quality control mechanisms and supervisory processes prior to publication are exceptionally robust and effective. This performance reflects a mature integrity culture where methodological rigor prevents the systemic failures that can lead to post-publication corrections, reinforcing the institution's commitment to reliable science.
The university demonstrates significant institutional resilience with a Z-score of -0.315, effectively mitigating a systemic risk observed at the national level, where the average is a medium-risk 0.169. A certain level of self-citation is natural, but the country's higher score points to a broader trend of scientific isolation. In contrast, the institution's low rate indicates that its research is validated by the global community, avoiding the "echo chambers" and endogamous impact inflation that can arise from insufficient external scrutiny. This reflects a healthy integration into international scientific discourse.
The institution's Z-score of -0.203 is notably lower than the national average of -0.070, reflecting a prudent and well-informed approach to selecting publication venues. This superior performance indicates that the university's researchers exercise a high degree of due diligence, successfully avoiding channels that fail to meet international ethical or quality standards. By managing this process with more rigor than its national peers, the institution protects its reputation and ensures its scientific resources are invested in credible, high-impact outlets rather than being wasted on predatory or low-quality practices.
A moderate deviation from the national norm is observed in this indicator, with the institution's Z-score at a medium-risk level of 0.154, while the country average remains in the low-risk category (-0.127). This suggests the university is more sensitive to factors leading to inflated author lists than its peers. While extensive author lists are legitimate in "Big Science," this signal warrants a review of authorship practices in other fields. It is crucial to ensure that this trend reflects necessary massive collaboration and not a dilution of individual accountability through "honorary" or political authorship, which could undermine transparency and the integrity of the scientific record.
The institution displays strong institutional resilience, with a Z-score of -0.003 that contrasts sharply with the medium-risk national average of 0.479. A wide positive gap, as seen nationally, signals a risk of dependency where prestige is tied to external partners rather than internal capacity. The university's balanced score, however, indicates that its scientific impact is structurally sound and driven by its own intellectual leadership. This demonstrates a sustainable model of excellence, where high-impact research is a direct result of the institution's own capabilities, not just its strategic positioning in collaborations.
With a Z-score of -0.979, the institution shows a near-complete absence of risk signals related to hyperprolific authors, a rate that aligns with and improves upon the low-risk national context (-0.701). This very low indicator is a positive sign of a healthy balance between productivity and quality. It suggests that the university's environment does not encourage practices like coercive authorship or "salami slicing" simply to inflate publication metrics. Instead, it reflects a culture where meaningful intellectual contribution is valued over sheer volume, safeguarding the integrity of the scientific record.
The university's Z-score of -0.268 places it in the very low-risk category, demonstrating a clear preventive isolation from the risk dynamics observed nationally (Z-score of 1.054). The country's medium-risk score suggests a widespread reliance on in-house journals, which can create conflicts of interest and academic endogamy. The institution, by contrast, does not replicate this pattern. Its minimal use of institutional journals indicates a strong commitment to independent, external peer review, ensuring its scientific production is validated by the global community and enhancing its international visibility.
The institution's Z-score of -0.525 is firmly in the very low-risk category, demonstrating a strong performance that is consistent with the low-risk national environment (-0.016). This near-absence of signals for redundant output indicates that the university's research culture prioritizes the generation of significant new knowledge over the artificial inflation of productivity. Researchers appear to be focused on publishing coherent, impactful studies rather than fragmenting their work into "minimal publishable units," a practice known as "salami slicing" that can distort scientific evidence and overburden the peer-review system.
