| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.046 | -0.565 |
|
Retracted Output
|
-0.503 | -0.149 |
|
Institutional Self-Citation
|
0.673 | 0.169 |
|
Discontinued Journals Output
|
-0.070 | -0.070 |
|
Hyperauthored Output
|
2.401 | -0.127 |
|
Leadership Impact Gap
|
1.744 | 0.479 |
|
Hyperprolific Authors
|
0.412 | -0.701 |
|
Institutional Journal Output
|
-0.268 | 1.054 |
|
Redundant Output
|
-0.818 | -0.016 |
The Universidad de Sonora presents a balanced profile in scientific integrity, with an overall score of -0.055 reflecting a combination of significant strengths and specific, high-priority areas for improvement. The institution demonstrates exceptional control in fundamental areas of research ethics, showing very low risk in multiple affiliations, retracted output, redundant publications, and notably, a commendable avoidance of publishing in its own journals—a practice common at the national level. These strengths provide a solid foundation of integrity. However, this is contrasted by a critical alert in hyper-authorship and concerning trends in institutional self-citation, dependency on external leadership for impact, and hyperprolific authors. These vulnerabilities, particularly the severe discrepancy in authorship practices, could undermine the institution's mission to form "comprehensive and competent professionals" with "quality and relevance." While the university shows strong positioning in the SCImago Institutions Rankings, especially in Psychology, Pharmacology, Toxicology and Pharmaceutics, and Physics and Astronomy, the identified risks suggest that its research culture may prioritize metrics over the sustainable generation of knowledge, a potential conflict with its commitment to societal development. By strategically addressing these specific vulnerabilities, the University can ensure its operational practices fully align with its mission of excellence and enhance its national and international standing.
The institution demonstrates an exemplary approach to affiliation transparency, with a Z-score of -1.046, indicating a very low risk that is even more controlled than the national average of -0.565. This result suggests a clear and well-managed policy regarding how researchers declare their institutional ties. The absence of risk signals in this area, in a country where the risk is already low, points to a robust and consistent practice. While multiple affiliations can be legitimate, the institution's low rate confirms it is not engaging in strategic practices like “affiliation shopping” to artificially inflate its academic credit, thereby reinforcing its commitment to transparent and honest representation of its collaborative work.
With a Z-score of -0.503, the institution shows a very low rate of retracted publications, performing better than the already low-risk national average of -0.149. This low-profile consistency is a strong indicator of effective pre-publication quality control and a healthy culture of scientific integrity. Retractions can be complex, but a rate significantly below the norm suggests that systemic failures in methodology or oversight are not a concern. This excellent result indicates that the institution's research supervision and integrity mechanisms are functioning correctly, preventing the kind of recurring malpractice or lack of rigor that would otherwise require management intervention.
The institution registers a Z-score of 0.673, a medium risk level that is notably higher than the national average of 0.169. This indicates a high exposure to the risks associated with academic endogamy. A certain degree of self-citation is natural, but this elevated rate suggests the institution may be operating within a scientific 'echo chamber,' where its work is validated internally without sufficient external scrutiny. This pattern warns of a potential for endogamous impact inflation, where the institution's perceived academic influence could be disproportionately shaped by internal dynamics rather than by broader recognition from the global scientific community, warranting a review of its citation practices.
The institution's Z-score for publications in discontinued journals is -0.070, a low-risk value that is identical to the national average. This alignment demonstrates statistical normality, suggesting that the institution's engagement with such journals is within the expected parameters for its context. This indicates that its researchers are exercising a standard level of due diligence in selecting publication venues. The low score confirms that there is no systemic issue with channeling scientific output through media that fail to meet international ethical or quality standards, thereby protecting the institution from the reputational risks associated with predatory or low-quality publishing practices.
A critical alert is raised by the institution's Z-score of 2.401, which signifies a significant risk and stands in stark contrast to the low-risk national average of -0.127. This severe discrepancy indicates that the institution's authorship practices are highly atypical for its environment and require an urgent and deep integrity assessment. While extensive author lists are legitimate in 'Big Science' fields, such a high score outside those contexts is a strong signal of potential author list inflation. This practice dilutes individual accountability and transparency, and it is crucial to investigate whether this pattern stems from necessary massive collaboration or from problematic 'honorary' or political authorship practices that compromise research integrity.
The institution presents a Z-score of 1.744 in this indicator, a medium risk level that is significantly higher than the national average of 0.479. This high exposure suggests a pronounced dependency on external partners for achieving scientific impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential risk to sustainability. This result suggests that the institution's scientific prestige may be largely exogenous and dependent, rather than a reflection of its own structural capacity. It calls for a strategic reflection on whether its excellence metrics are derived from genuine internal capabilities or from a positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of 0.412, the institution exhibits a medium risk for hyperprolific authors, deviating moderately from the low-risk national profile (-0.701). This suggests the institution is more sensitive than its national peers to factors that encourage extreme publication volumes. While high productivity can be legitimate, individual outputs exceeding 50 articles a year often challenge the plausible limits of meaningful intellectual contribution. This indicator serves as an alert for potential imbalances between quantity and quality, pointing to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The institution demonstrates exceptional performance in this area with a Z-score of -0.268, a very low risk level that contrasts sharply with the medium-risk national average of 1.054. This is a clear case of preventive isolation, where the institution consciously avoids the risk dynamics prevalent in its environment. By not relying on its own journals for publication, it effectively sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, which strengthens its credibility, enhances its global visibility, and prevents the use of internal channels as 'fast tracks' to inflate academic output without standard competitive validation.
The institution shows a very strong commitment to research integrity with a Z-score of -0.818, indicating a very low risk of redundant publications, which is significantly better than the low-risk national average of -0.016. This low-profile consistency demonstrates a culture that values substantive contributions over artificially inflated publication counts. The near absence of signals for this indicator confirms that the practice of dividing a single study into 'minimal publishable units' is not a concern. This responsible approach avoids distorting the scientific evidence base and overburdening the peer-review system, reflecting a focus on generating significant new knowledge rather than simply maximizing output volume.
