| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.197 | -0.549 |
|
Retracted Output
|
-0.381 | -0.060 |
|
Institutional Self-Citation
|
-0.263 | 0.615 |
|
Discontinued Journals Output
|
0.653 | 0.511 |
|
Hyperauthored Output
|
-1.061 | -0.625 |
|
Leadership Impact Gap
|
-0.324 | -0.335 |
|
Hyperprolific Authors
|
-1.275 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
0.274 | -0.027 |
Srinakharinwirot University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.327, which indicates a performance notably stronger than the global average. The institution's primary strengths lie in its exceptional control over academic endogamy, with minimal output in its own journals and a very low rate of hyperprolific authors, effectively insulating it from risks prevalent at the national level. These positive indicators are complemented by a prudent management of author affiliations and a low incidence of retractions. However, areas requiring strategic attention have been identified, specifically a medium-risk exposure to publication in discontinued journals and a moderate rate of redundant output (salami slicing), which slightly exceed national benchmarks. These findings are contextualized by the university's strong academic positioning, with SCImago Institutions Rankings data highlighting excellence in key areas such as Dentistry (ranked 7th nationally), Psychology (7th), and Chemistry (8th). While the overall low-risk profile aligns well with the institutional mission to foster "quality," "virtue," and "good governance," the identified vulnerabilities in publication strategy could undermine the commitment to "sustainable research and innovation." To fully realize its mission, it is recommended that the university implement targeted awareness and training programs for researchers on selecting high-quality publication venues and promoting comprehensive research reporting, thereby transforming these minor risks into new pillars of institutional strength.
Srinakharinwirot University presents a Z-score of -1.197, a figure significantly lower than the national average for Thailand (-0.549). This result indicates a very low-risk profile that is consistent with, and even exceeds, the national standard for responsible affiliation practices. The institution's clear absence of risk signals in this area suggests that its affiliations are well-managed and reflect legitimate collaborations. While multiple affiliations can arise from valid partnerships, the university's data shows no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of transparent and authentic academic contribution.
The university's Z-score for retracted output is -0.381, positioning it in a very low-risk category and favorably below the national Z-score of -0.060. This demonstrates a strong alignment with the national standard of research integrity, with the institution showing an even lower incidence of retractions. This suggests that the university's pre-publication quality control mechanisms are functioning effectively. Retractions can be complex, but a rate significantly below the average, as seen here, points to a healthy integrity culture and robust methodological rigor, minimizing the occurrence of systemic errors or potential malpractice that would otherwise require corrective action.
With a Z-score of -0.263, the university maintains a low-risk profile in institutional self-citation, contrasting sharply with the medium-risk national average of 0.615. This disparity highlights the institution's resilience, as its internal control mechanisms appear to successfully mitigate a systemic risk observed across the country. A certain level of self-citation is natural, but the university avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This prudent approach ensures that the institution's academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.
Srinakharinwirot University's Z-score in this indicator is 0.653, placing it in a medium-risk category and slightly above the national average of 0.511. This indicates a higher exposure to this particular risk compared to the national trend, suggesting that the university is more prone to showing alert signals in this area. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, creating reputational risks and signaling a need for enhanced information literacy to prevent the use of 'predatory' or low-quality venues.
The university exhibits a Z-score of -1.061 for hyper-authored output, which is well within the low-risk range and notably better than the national average of -0.625. This prudent profile suggests that the institution manages its authorship processes with greater rigor than the national standard. While extensive author lists are legitimate in 'Big Science,' a low score outside these contexts, as seen here, indicates strong governance over authorship practices. It confirms the institution is effectively avoiding author list inflation and promoting individual accountability and transparency, distinguishing its collaborative work from potentially 'honorary' or political authorship.
The university's Z-score for this indicator is -0.324, a low-risk value that is statistically aligned with the national average of -0.335. This result reflects a state of normality, where the risk level is as expected for the institution's context and size. The minimal gap indicates that the impact of the university's research is not overly dependent on external partners. This balance suggests that its scientific prestige is largely derived from its own structural capacity and intellectual leadership, rather than being solely a result of strategic positioning in collaborations, thereby confirming a sustainable model of research excellence.
With a Z-score of -1.275, Srinakharinwirot University demonstrates a near-total absence of hyperprolific authors, placing it in the very low-risk category and significantly below Thailand's low-risk national score of -0.266. This performance is consistent with a national environment of low risk but shows an even higher level of control. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's excellent score indicates a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record.
The university has a Z-score of -0.268, a very low-risk value that marks a significant and positive divergence from the national medium-risk average of 0.595. This demonstrates a clear case of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. By avoiding excessive dependence on its own journals, the university circumvents potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes independent external peer review, which is crucial for limiting the use of internal channels as 'fast tracks' and for enhancing global visibility through standard competitive validation.
The university's Z-score for redundant output is 0.274, a medium-risk level that represents a moderate deviation from the low-risk national benchmark of -0.027. This score suggests the institution shows a greater sensitivity to this risk factor than its national peers. This value serves as an alert for the potential practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. Such a practice not only overburdens the peer-review system but also distorts the available scientific evidence. This signal warrants a review of publication guidelines to ensure that research contributions prioritize significant new knowledge over sheer volume.