| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.153 | -0.549 |
|
Retracted Output
|
-0.259 | -0.060 |
|
Institutional Self-Citation
|
0.876 | 0.615 |
|
Discontinued Journals Output
|
0.396 | 0.511 |
|
Hyperauthored Output
|
-1.346 | -0.625 |
|
Leadership Impact Gap
|
-1.544 | -0.335 |
|
Hyperprolific Authors
|
-1.413 | -0.266 |
|
Institutional Journal Output
|
-0.268 | 0.595 |
|
Redundant Output
|
3.362 | -0.027 |
Rajamangala University of Technology Krungthep presents a research integrity profile with a solid foundation, reflected in an overall score of -0.214. The institution demonstrates exceptional strengths in maintaining scientific autonomy, transparent authorship practices, and prudent selection of publication channels, outperforming national averages in several key areas. These strengths provide a robust platform for its recognized academic contributions, particularly in Agricultural and Biological Sciences, where it is ranked among the top 5 institutions in Thailand according to SCImago Institutions Rankings data, as well as in fields like Computer Science, Energy, and Engineering. However, this strong performance is critically undermined by a significant alert in the Rate of Redundant Output. While a specific institutional mission was not available for this report, such a practice directly conflicts with the universal academic values of excellence and originality. The university is encouraged to leverage its clear governance capabilities to address this specific vulnerability, thereby ensuring its operational integrity fully aligns with its thematic leadership and commitment to generating substantive knowledge.
The institution exhibits a Z-score of -1.153, which is significantly lower than the national average of -0.549. This result indicates a clear and well-managed approach to author affiliations, showing no signs of risk and aligning with a national context that already displays low-risk behavior. The university's very low rate demonstrates a transparent policy, effectively avoiding strategic practices like "affiliation shopping" that can be used to artificially inflate institutional credit. This operational silence in a low-risk environment underscores a commitment to straightforward and ethical representation of collaborative work.
With a Z-score of -0.259, the institution demonstrates a more rigorous management of its publication quality control compared to the national average of -0.060. This prudent profile suggests that its pre-publication review mechanisms are highly effective. Retractions are complex events, and a rate lower than the national standard indicates that the university not only minimizes unintentional errors but also fosters a culture of responsible supervision, thereby protecting its scientific record and institutional reputation with greater diligence than its peers.
The institution's Z-score for self-citation is 0.876, which is higher than the national average of 0.615. This reveals a high exposure to this particular risk factor, suggesting the institution is more prone to insular citation patterns than its peers. While some self-citation is natural, this elevated rate warns of potential 'echo chambers' where work is validated internally without sufficient external scrutiny. This dynamic could lead to an endogamous inflation of impact, where the institution's academic influence appears oversized due to internal citation loops rather than genuine recognition from the global scientific community.
The university's Z-score of 0.396 is below the national average of 0.511, indicating a more differentiated management of publication channels. Although both the institution and the country show medium-level risk, the university appears to moderate this risk more effectively. This suggests a better-than-average due diligence in selecting reputable journals, thereby reducing exposure to predatory or low-quality publishing practices. This proactive management helps protect the institution from the severe reputational damage associated with channeling work through media that fail to meet international ethical standards.
With a Z-score of -1.346, far below the national average of -0.625, the institution shows an exemplary absence of risk signals related to inflated author lists. This low-profile consistency indicates that its authorship practices are well-aligned with established disciplinary norms. By avoiding hyper-authorship, the university ensures that individual accountability and transparency are maintained, effectively distinguishing its legitimate collaborative efforts from questionable practices like 'honorary' or political authorship.
The institution's Z-score of -1.544 is exceptionally low compared to the national average of -0.335. This result signals a high degree of scientific autonomy and structural strength. A minimal gap indicates that the institution's scientific prestige is not dependent on external partners but is driven by its own internal capacity for intellectual leadership. This finding confirms that the university's high-impact research is a direct result of its own capabilities, demonstrating a sustainable and self-sufficient model for achieving academic excellence.
The institution's Z-score of -1.413 is markedly lower than the national average of -0.266, indicating a complete absence of this risk signal. This demonstrates a healthy research culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. The lack of hyperprolific authors suggests that the university effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, fostering an environment where the integrity of the scientific record is paramount.
The university shows a Z-score of -0.268, in stark contrast to the national average of 0.595, which indicates a medium-level risk. This demonstrates a clear case of preventive isolation, where the institution deliberately avoids the risk dynamics prevalent in its national environment. By not relying on in-house journals, the university bypasses potential conflicts of interest and academic endogamy. This commitment to independent, external peer review enhances the global visibility and credibility of its research, ensuring its work is validated against competitive international standards.
The institution presents a Z-score of 3.362, a figure that represents a severe discrepancy when compared to the low-risk national average of -0.027. This critical alert points to atypical risk activity that requires an urgent and deep integrity assessment. Such a high value strongly suggests a systemic practice of 'salami slicing,' where coherent studies are fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence and overburdens the review system but also prioritizes volume over the generation of significant new knowledge, demanding immediate corrective action.