| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
6.189 | 1.104 |
|
Retracted Output
|
-0.916 | -0.184 |
|
Institutional Self-Citation
|
0.046 | 0.152 |
|
Discontinued Journals Output
|
-0.472 | -0.219 |
|
Hyperauthored Output
|
-1.093 | 0.160 |
|
Leadership Impact Gap
|
-1.058 | 0.671 |
|
Hyperprolific Authors
|
-0.340 | -0.684 |
|
Institutional Journal Output
|
-0.268 | 0.934 |
|
Redundant Output
|
0.938 | -0.068 |
The Centro para el Desarrollo de la Nanociencia y la Nanotecnologia (CEDENNA) presents a profile of pronounced strengths and specific, high-impact vulnerabilities. With an overall integrity score of 0.131, the institution demonstrates exceptional performance in critical areas such as quality control, publication channel selection, and research autonomy, reflecting a solid foundation of scientific rigor. However, this is contrasted by a significant risk in the Rate of Multiple Affiliations and medium-level risks in Institutional Self-Citation and Redundant Output. These weaknesses require strategic attention as they could undermine the institution's credibility. Thematically, CEDENNA's excellence is concentrated in its core areas of expertise, with strong rankings in Chemistry and Physics and Astronomy according to SCImago Institutions Rankings data. While its robust internal research leadership aligns perfectly with its mission to bridge fundamental science and industry, the identified risks—particularly those suggesting a focus on metric inflation—could compromise the trust and transparency essential for effective industrial partnerships. To fully leverage its scientific strengths and achieve its mission, it is recommended that CEDENNA undertakes a targeted review of its affiliation and publication policies to ensure its operational practices fully align with its commitment to impactful, socially responsible science.
The institution exhibits a Z-score of 6.189, a value that represents a critical elevation of risk compared to the national average of 1.104. This situation suggests that the center significantly amplifies a vulnerability already present in the national scientific system. While multiple affiliations are often a legitimate result of partnerships, a disproportionately high rate, as seen here, signals a potential systemic strategy to inflate institutional credit or engage in “affiliation shopping.” This practice, far exceeding the national trend, requires an urgent audit of affiliation policies to ensure they reflect genuine collaboration rather than a pursuit of inflated metrics, which could damage the institution's credibility.
With a Z-score of -0.916, the institution demonstrates an exemplary record in publication integrity, positioning it favorably against the already low-risk national average of -0.184. This absence of risk signals is consistent with a national environment that maintains high standards. The institution's performance indicates that its quality control mechanisms prior to publication are robust and effective. This very low rate of retractions is a sign of responsible supervision and a healthy integrity culture, where any necessary corrections are likely handled with rigor, reinforcing the reliability of its scientific output.
The institution's Z-score for this indicator is 0.046, while the country's average is 0.152. Although both operate within a medium-risk context, the institution demonstrates more effective management of this issue than its national peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the national context suggests a tendency towards scientific isolation. By maintaining a lower rate, the institution shows it can moderate this common risk, striking a better balance between internal validation and external scrutiny, thereby reducing the potential for creating 'echo chambers' or artificially inflating its impact through endogamous practices.
The institution's Z-score of -0.472 places it in a very low-risk category, significantly better than the national average of -0.219. This result indicates a consistent and well-informed approach to selecting publication venues, aligning with the low-risk national standard but demonstrating even greater diligence. This performance underscores a strong commitment to disseminating research through high-quality, reputable channels. Such careful selection avoids the severe reputational risks associated with predatory or low-quality journals and reflects a high level of information literacy within the institution.
With a Z-score of -1.093, the institution maintains a low-risk profile in a national context that shows a medium risk (Z-score of 0.160). This demonstrates significant institutional resilience, as its internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. While the national environment shows a tendency towards author list inflation, the institution's practices seem to effectively distinguish between necessary massive collaboration and questionable 'honorary' authorship. This upholds a culture of individual accountability and transparency, acting as a firewall against the country's higher-risk trend.
The institution shows a Z-score of -1.058, indicating a very low risk and a clear departure from the national trend, which has a medium-risk Z-score of 0.671. This demonstrates a form of preventive isolation, where the center avoids the risk dynamics observed in its environment. While it is common for institutions in the country to depend on external partners for impact, this institution's performance signals that its scientific prestige is structural and self-sustained, not dependent on exogenous factors. This reflects a robust internal capacity for intellectual leadership, ensuring its excellence metrics are the result of genuine, home-grown research.
The institution's Z-score of -0.340 is within the low-risk category, similar to the national average of -0.684. However, the institution's score is slightly higher, suggesting an incipient vulnerability that warrants observation. While the overall risk is low and statistically normal for the context, this subtle elevation indicates that the institution shows slightly more signals of hyperprolific activity than its national peers. It is important to review this trend to ensure a healthy balance between quantity and quality is maintained, preemptively addressing any dynamics that might prioritize metrics over the integrity of the scientific record before they escalate.
With a Z-score of -0.268, the institution operates with virtually no risk in this area, starkly contrasting with the national medium-risk average of 0.934. This signifies a deliberate disconnection from a problematic national trend, where the institution avoids the risk of academic endogamy. The national context suggests a reliance on in-house journals, which can create conflicts of interest. By choosing to publish externally, the institution ensures its research undergoes independent peer review, which enhances its global visibility and confirms that its output is validated through standard competitive processes rather than potentially biased internal 'fast tracks'.
The institution presents a Z-score of 0.938, placing it at a medium-risk level, which represents a moderate deviation from the low-risk national standard of -0.068. This indicates that the center is more sensitive to risk factors related to data fragmentation than its peers. A high value in this indicator alerts to the potential practice of 'salami slicing,' where a single study is divided into minimal publishable units to artificially inflate productivity. This trend, unusual for the national context, suggests a need to review publication strategies to ensure the focus remains on producing significant new knowledge rather than prioritizing volume, a practice that can distort the scientific evidence base.
