| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
7.010 | 1.104 |
|
Retracted Output
|
-0.493 | -0.184 |
|
Institutional Self-Citation
|
-0.050 | 0.152 |
|
Discontinued Journals Output
|
-0.545 | -0.219 |
|
Hyperauthored Output
|
0.773 | 0.160 |
|
Leadership Impact Gap
|
-0.313 | 0.671 |
|
Hyperprolific Authors
|
-1.413 | -0.684 |
|
Institutional Journal Output
|
-0.268 | 0.934 |
|
Redundant Output
|
-0.088 | -0.068 |
The Centro de Ciencia del Clima y la Resiliencia demonstrates a strong overall performance in scientific integrity, reflected in a favorable global score of 0.292. The institution exhibits remarkable strengths in several key areas, with very low risk signals for retracted output, publication in discontinued journals, hyperprolific authorship, and use of institutional journals. This robust foundation is, however, contrasted by a significant alert in the Rate of Multiple Affiliations, which far exceeds the national average and represents the primary vulnerability. A secondary point of attention is the medium risk associated with hyper-authored publications. These integrity metrics are contextualized by the institution's outstanding scientific positioning, with SCImago Institutions Rankings data placing it among the leaders in Chile and Latin America in its core thematic areas of Earth and Planetary Sciences, Environmental Science, and Agricultural and Biological Sciences. While a specific mission statement was not available, the identified risk in affiliation practices could challenge a universal academic commitment to excellence and transparency. Addressing this vulnerability is crucial to ensure that institutional credit is a genuine reflection of internal capacity, thereby aligning its operational practices with its evident scientific leadership and reinforcing its role as a socially responsible and high-integrity research center.
The institution presents a Z-score of 7.010, a value that indicates a significant risk and is substantially higher than the national average of 1.104. This result suggests an accentuation of a vulnerability already present in the national system. While multiple affiliations can be a legitimate outcome of collaboration, a disproportionately high rate, as observed here, can signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The magnitude of this indicator warrants an urgent review of affiliation policies to ensure they reflect genuine scientific contribution and do not compromise institutional transparency.
With a Z-score of -0.493, the institution shows a very low risk of retracted publications, performing even better than the low-risk national average of -0.184. This low-profile consistency demonstrates the effectiveness of its internal quality control mechanisms. The near absence of these negative signals suggests that the processes of supervision and methodological review prior to publication are robust, reflecting a culture of scientific responsibility and integrity that aligns with the secure national standard.
The institution's Z-score of -0.050 places it in a low-risk category, contrasting favorably with the country's medium-risk average of 0.152. This demonstrates institutional resilience, as control mechanisms appear to successfully mitigate a systemic risk prevalent in the national environment. While a certain level of self-citation is natural, the center avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This result indicates that the institution's work is validated by the broader scientific community, preventing endogamous impact inflation and confirming that its academic influence is based on external recognition.
The institution exhibits a very low-risk Z-score of -0.545, which is well below the already low national average of -0.219. This alignment with the national standard points to a consistent and responsible approach to selecting publication venues. This indicator confirms that the institution exercises strong due diligence in its choice of dissemination channels, effectively avoiding the reputational and scientific risks associated with publishing in journals that do not meet international ethical or quality standards.
The institution's Z-score of 0.773 is classified as a medium risk and is notably higher than the national average of 0.160, which is also in the medium-risk category. This suggests a high exposure to this particular risk, indicating that the center is more prone to showing alert signals than its peers. While extensive author lists are legitimate in 'Big Science' contexts, this elevated rate warrants a closer look to distinguish between necessary massive collaboration and potential 'honorary' or political authorship practices that can dilute individual accountability and transparency.
With a Z-score of -0.313, the institution shows a low-risk profile, a sign of strength when compared to the country's medium-risk average of 0.671. This demonstrates institutional resilience, suggesting that the center's scientific prestige is structural and not overly dependent on external partners. A low gap indicates that the impact of research led by the institution is robust, reflecting real internal capacity rather than just a strategic position in collaborations where it does not exercise intellectual leadership. This points to a sustainable model of scientific excellence.
The institution's Z-score of -1.413 is in the very low-risk category, significantly below the country's low-risk average of -0.684. This low-profile consistency indicates a healthy research environment. The absence of hyperprolific authors suggests a commendable balance between the quantity and quality of scientific output, steering clear of risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution. This reinforces a culture that prioritizes the integrity of the scientific record over sheer volume.
The institution presents a Z-score of -0.268, indicating a very low risk, in stark contrast to the national medium-risk average of 0.934. This demonstrates a clear preventive isolation, as the center does not replicate the risk dynamics observed in its environment. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and academic endogamy. This practice reinforces its commitment to independent external peer review, enhances its global visibility, and ensures its research is validated through standard competitive channels.
The institution's Z-score for redundant output is -0.088, a low-risk value that is statistically similar to the national average of -0.068. This indicates a state of statistical normality, where the risk level is as expected for its context and size. The data suggests that the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, known as 'salami slicing,' is not a significant concern. The institution's behavior in this regard is aligned with that of its national peers, showing no unusual signals of this questionable research practice.
