| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.911 | -0.549 |
|
Retracted Output
|
1.516 | -0.060 |
|
Institutional Self-Citation
|
0.873 | 0.615 |
|
Discontinued Journals Output
|
1.123 | 0.511 |
|
Hyperauthored Output
|
-1.146 | -0.625 |
|
Leadership Impact Gap
|
-0.678 | -0.335 |
|
Hyperprolific Authors
|
-0.497 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
-0.957 | -0.027 |
Silpakorn University presents a complex integrity profile, marked by areas of exceptional governance alongside critical vulnerabilities that require immediate attention. With an overall score of 0.416, the institution demonstrates significant strengths in maintaining low-risk practices related to authorship transparency and strategic publication choices, outperforming national averages in several key areas. However, this solid foundation is contrasted by a significant alert in the Rate of Retracted Output and medium-risk exposure in Institutional Self-Citation and publication in discontinued journals. According to SCImago Institutions Rankings data, the university holds a robust national position in several fields, most notably ranking in the Top 5 for Pharmacology, Toxicology and Pharmaceutics, and maintaining strong standings in Medicine, Chemistry, and Mathematics. While a localized mission statement was not available for analysis, these high-risk indicators, particularly the rate of retractions, pose a direct threat to any institutional commitment to academic excellence and social responsibility by potentially undermining the reliability of its scientific contributions. A targeted strategy to address these specific vulnerabilities is essential to protect its reputational assets and leverage its clear thematic strengths for sustained growth.
The institution exhibits a Z-score of -0.911, which is well below the national average of -0.549. This result indicates a very low-risk profile that is consistent with, and even improves upon, the low-risk standard observed across Thailand. The absence of risk signals suggests that the university's affiliation practices are clear and well-managed. While multiple affiliations can be a legitimate outcome of collaboration, the institution's exceptionally low rate demonstrates a robust system that effectively prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of transparent academic contribution.
A Z-score of 1.516 places the institution in a significant risk category, creating a severe discrepancy when compared to the low-risk national average of -0.060. This atypical level of activity requires a deep integrity assessment. Retractions are complex events, but a rate so far above the national and global average is a critical alert. It suggests that quality control mechanisms prior to publication may be failing systemically, pointing towards a vulnerability in the institution's integrity culture. This may indicate recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its scientific reputation.
The institution's Z-score of 0.873 is situated within a medium-risk context, slightly above the national average of 0.615. This indicates a high exposure to this risk factor, suggesting the center is more prone to showing alert signals than its environment average. A certain level of self-citation is natural, reflecting ongoing research lines. However, this elevated rate warns of a potential for endogamous impact inflation. It signals a risk of creating scientific 'echo chambers' where the institution validates its own work without sufficient external scrutiny, suggesting its academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
With a Z-score of 1.123, the institution shows a medium level of risk that is notably higher than the national average of 0.511. This pattern suggests the university is more exposed to this risk than its peers. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution demonstrates an exceptionally low-risk profile with a Z-score of -1.146, significantly better than the already low national average of -0.625. This alignment with a low-risk environment, and indeed an improvement upon it, points to healthy and transparent authorship practices. The data suggests that the university effectively distinguishes between necessary massive collaboration and 'honorary' or political authorship, thereby avoiding the risk of author list inflation that can dilute individual accountability and transparency. This is a clear indicator of strong academic governance.
The institution's Z-score of -0.678 reflects a low-risk profile that is more robust than the national average of -0.335. This prudent profile suggests that the university manages its collaborative processes with more rigor than the national standard. A low negative gap indicates that the institution's scientific prestige is not overly dependent on external partners. This result points to strong internal capacity and intellectual leadership, suggesting that its excellence metrics are derived from structural strengths rather than merely strategic positioning in collaborations where it does not lead.
With a Z-score of -0.497, the institution maintains a low-risk profile that is more controlled than the national average of -0.266. This demonstrates a prudent approach, suggesting the university manages its research environment with more rigor than the national standard. The lower incidence of extreme individual publication volumes indicates a healthy balance between quantity and quality. This helps mitigate risks such as coercive authorship or the assignment of authorship without real participation, reinforcing a culture that prioritizes the integrity of the scientific record over the inflation of metrics.
The institution's Z-score of -0.268 places it in the very low-risk category, in stark contrast to the medium-risk national average of 0.595. This demonstrates a form of preventive isolation, where the center actively avoids the risk dynamics observed in its environment. By not relying on in-house journals, the university sidesteps potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and confirming its commitment to competitive validation rather than using internal channels as 'fast tracks' to inflate publication counts.
The institution shows a Z-score of -0.957, indicating a very low risk of redundant publication, and performs better than the low-risk national average of -0.027. This consistency with a low-risk environment signals strong editorial oversight and a focus on impactful research. The data suggests the university effectively discourages the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. This commitment to publishing significant new knowledge, rather than fragmented data, upholds the integrity of the scientific evidence base and respects the academic review system.