| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.716 | -0.565 |
|
Retracted Output
|
0.878 | -0.149 |
|
Institutional Self-Citation
|
-0.958 | 0.169 |
|
Discontinued Journals Output
|
0.732 | -0.070 |
|
Hyperauthored Output
|
2.412 | -0.127 |
|
Leadership Impact Gap
|
4.645 | 0.479 |
|
Hyperprolific Authors
|
0.012 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
0.168 | -0.016 |
The Universidad Autónoma de Sinaloa demonstrates a complex integrity profile, marked by a commendable outward-looking scientific posture but undermined by significant internal vulnerabilities. With an overall score of 0.626, the institution's key strengths lie in its excellent integration into the global research community, evidenced by very low risks in institutional self-citation and publication in its own journals. This suggests a culture that values external validation over academic insularity. These strengths provide a solid foundation for its notable thematic leadership within Mexico, particularly in areas such as Biochemistry, Genetics and Molecular Biology (ranked 6th nationally), Physics and Astronomy (6th), and Chemistry (9th), according to SCImago Institutions Rankings data. However, this positive outlook is critically challenged by high-risk indicators in retracted output, hyper-authorship, and a substantial gap between its overall impact and the impact of research it leads. These weaknesses directly conflict with its mission to train "quality professionals, with prestige and social recognition," as they suggest that institutional prestige may be overly dependent on external partners and that internal quality controls may not be robust enough. To fully align its operational practices with its stated mission, it is recommended that the University leverage its strong external connections to build a more resilient internal culture of integrity, focusing on strengthening pre-publication review, fostering responsible authorship, and developing independent research leadership to ensure its prestige is both sustainable and structurally sound.
The institution presents a Z-score of -0.716, which is even lower than the national average of -0.565. This comparison indicates a prudent and rigorous approach to managing researcher affiliations, surpassing the already low-risk standard observed across the country. While multiple affiliations can be a legitimate outcome of collaboration, the institution's exceptionally low rate suggests that its affiliations are well-defined and not leveraged as a strategic tool for inflating institutional credit. This reflects a healthy operational standard that aligns with best practices in research transparency.
A significant point of concern arises from the Z-score of 0.878 for retracted publications, which represents a severe discrepancy from the low-risk national average of -0.149. This atypical concentration of retractions suggests that the institution's pre-publication quality control mechanisms may be failing systemically. While some retractions can signify responsible error correction, a rate this far above the national norm is a critical alert. It points to a potential vulnerability in the institution's integrity culture, possibly indicating recurring methodological weaknesses or malpractice that requires immediate and thorough qualitative verification by management to protect its scientific reputation.
The institution demonstrates exceptional performance in this area, with a Z-score of -0.958, placing it in the very low-risk category. This stands in stark contrast to the national Z-score of 0.169, which indicates a medium level of risk. This preventive isolation from a national trend suggests the institution effectively avoids the dynamics of an 'echo chamber.' A certain level of self-citation is natural, but the institution's extremely low rate confirms that its work is validated by the broader scientific community, not just internally. This reflects strong external integration and ensures its academic influence is based on global recognition rather than endogamous impact inflation.
With a Z-score of 0.732, the institution shows a medium level of risk, representing a moderate deviation from the low-risk national benchmark of -0.070. This indicates a greater sensitivity to risk factors than its peers, suggesting that a portion of its research is being channeled through outlets that do not meet international quality or ethical standards. This pattern constitutes a critical alert regarding the due diligence applied in selecting publication venues. It exposes the institution to severe reputational damage and signals an urgent need to improve information literacy among its researchers to prevent the misallocation of resources to 'predatory' or low-integrity journals.
The institution's Z-score of 2.412 is a significant outlier, creating a severe discrepancy when compared to the low-risk national average of -0.127. This exceptionally high rate of hyper-authored publications requires a deep integrity assessment. While extensive author lists are legitimate in 'Big Science' fields like Physics and Astronomy, where the university shows strength, such a high value warrants a careful review. It serves as a critical signal to distinguish between necessary massive collaboration and potentially problematic practices like 'honorary' authorships or author list inflation, which dilute individual accountability and transparency.
The institution's Z-score of 4.645 is exceptionally high, significantly amplifying a vulnerability already present in the national system (Z-score of 0.479). This result indicates a critical risk to the sustainability of its research prestige. The wide gap suggests that while the institution's overall impact is high, this prestige is heavily dependent on collaborations where it does not exercise intellectual leadership. This raises a crucial strategic question: is the institution's perceived excellence the result of its own structural capacity, or is it a reflection of strategic positioning in partnerships led by others? This dependency on exogenous impact poses a long-term risk to its autonomy and scientific development.
The institution's Z-score of 0.012 places it in the medium-risk category, a moderate deviation from the low-risk national context (Z-score of -0.701). This finding suggests the institution is more sensitive than its peers to the presence of authors with extreme publication volumes. While high productivity can reflect leadership, publication rates exceeding human capacity for meaningful contribution can signal an imbalance between quantity and quality. This indicator serves as an alert for potential risks such as coercive authorship or the assignment of credit without genuine participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The institution shows an exemplary Z-score of -0.268, indicating a very low risk and a clear disconnection from the national trend, where the average Z-score is 1.054 (medium risk). This demonstrates that the institution effectively avoids the risks of academic endogamy. By not relying on its own journals, which can create conflicts of interest by making the institution both judge and party, it ensures its scientific production undergoes independent external peer review. This practice enhances its global visibility and confirms that its researchers compete on the international stage rather than using internal channels as a 'fast track' for publication.
With a Z-score of 0.168, the institution exhibits a medium level of risk, deviating moderately from the low-risk national average of -0.016. This suggests a greater-than-average tendency toward practices like data fragmentation or 'salami slicing.' A high value in this indicator alerts to the possibility that coherent studies are being divided into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant new knowledge.
