| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.310 | -0.549 |
|
Retracted Output
|
6.006 | -0.060 |
|
Institutional Self-Citation
|
-1.215 | 0.615 |
|
Discontinued Journals Output
|
-0.137 | 0.511 |
|
Hyperauthored Output
|
-0.558 | -0.625 |
|
Leadership Impact Gap
|
1.179 | -0.335 |
|
Hyperprolific Authors
|
0.386 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
-0.749 | -0.027 |
Chulabhorn Royal Academy demonstrates a complex scientific integrity profile, with an overall risk score (1.688) indicating a higher-than-average exposure to potential vulnerabilities. The institution exhibits clear strengths in avoiding academic endogamy, evidenced by very low rates of institutional self-citation and publication in its own journals. However, this is offset by a critical alert in the Rate of Retracted Output, which is a severe outlier both nationally and globally. This specific vulnerability, along with medium-level risks related to hyperprolific authorship and a dependency on external collaborations for impact, requires strategic attention. These findings are particularly relevant given the Academy's strong national standing in key research areas, including its Top 10 ranking in Biochemistry, Genetics and Molecular Biology and Top 15 position in Medicine, according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, the identified risks, especially the high rate of retractions, directly challenge the universal academic values of excellence and social responsibility. To safeguard its reputation and the reliability of its strong thematic contributions, it is recommended that the Academy prioritize a root-cause analysis of its publication quality control mechanisms, transforming this critical challenge into an opportunity to set a new standard for scientific rigor.
The institution presents a Z-score of -0.310, which, while low, is slightly above the national average of -0.549. This indicates an incipient vulnerability. Although the rate is well within acceptable limits, its position relative to the national baseline suggests a minor but observable trend that warrants review before it escalates. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, it is prudent to monitor this indicator to ensure these collaborations are strategically sound and not early signals of practices like “affiliation shopping” aimed at inflating institutional credit.
With a Z-score of 6.006, the institution shows a severe discrepancy compared to the national average of -0.060. This risk activity is highly atypical and signals an urgent need for a deep integrity assessment. Retractions are complex, but a rate this far above the global average points to a systemic vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the institution's scientific reputation.
The institution demonstrates exceptional performance with a Z-score of -1.215, in stark contrast to the national medium-risk average of 0.615. This reflects a state of preventive isolation, where the Academy does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the country's trend could suggest a risk of 'echo chambers'. The institution's very low rate is a clear strength, indicating that its work is validated by the broader scientific community and that it successfully avoids the risk of endogamous impact inflation, ensuring its academic influence is based on global recognition.
The institution's Z-score of -0.137 signifies a low risk, showcasing institutional resilience against the medium-risk trend seen at the national level (0.511). This suggests that the Academy's control mechanisms are effective in mitigating systemic national risks. A high proportion of output in such journals constitutes a critical alert regarding due diligence, but the institution’s low rate indicates that its researchers are successfully navigating the publishing landscape, avoiding channels that fail to meet international ethical standards and thereby protecting the institution from severe reputational damage and wasted resources.
With a Z-score of -0.558, the institution's rate is slightly higher than the national average of -0.625, though both fall within the low-risk category. This minor difference points to an incipient vulnerability. While extensive author lists are legitimate in 'Big Science' contexts, this signal, however small, warrants a review to ensure that authorship practices across all disciplines are transparent and accountable, distinguishing between necessary massive collaboration and any potential for 'honorary' authorship that could dilute individual responsibility.
The institution's Z-score of 1.179 represents a moderate deviation from the national standard, which sits at a low-risk -0.335. This greater sensitivity to risk suggests that the institution's scientific prestige may be more dependent on external partners than is typical for its peers. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This invites reflection on whether the Academy's excellence metrics result from its own structural capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution exhibits a medium-level risk with a Z-score of 0.386, showing a moderate deviation from the low-risk national average of -0.266. This suggests the institution is more sensitive than its peers to factors encouraging extreme publication volumes. While high productivity can reflect leadership, extreme volumes challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a very low Z-score of -0.268, the institution effectively isolates itself from the medium-level risk prevalent in the country (0.595). This is a significant strength, demonstrating a clear commitment to external validation. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The institution’s policy of publishing externally ensures its scientific production undergoes independent peer review, enhancing its global visibility and avoiding the use of internal channels as potential 'fast tracks' for inflating publication counts without standard competitive validation.
The institution's very low Z-score of -0.749 demonstrates low-profile consistency, aligning perfectly with the low-risk national environment (-0.027). This absence of risk signals indicates a shared commitment to research integrity. A high rate of bibliographic overlap can indicate 'salami slicing'—the practice of dividing a study into minimal units to inflate productivity, which distorts scientific evidence. The institution's excellent performance here shows that its research culture prioritizes the publication of significant, coherent new knowledge over sheer volume.
