| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.101 | -0.035 |
|
Retracted Output
|
-0.465 | 0.749 |
|
Institutional Self-Citation
|
0.433 | 0.192 |
|
Discontinued Journals Output
|
1.561 | 1.127 |
|
Hyperauthored Output
|
-1.086 | -0.822 |
|
Leadership Impact Gap
|
-1.584 | -0.112 |
|
Hyperprolific Authors
|
-1.413 | -0.501 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.260 | 0.313 |
Thuy Loi University presents a balanced integrity profile with an overall score of -0.105, indicating a solid foundation of responsible research practices punctuated by specific areas requiring strategic attention. The institution demonstrates significant strengths in maintaining low-risk levels for retracted output, hyperprolific authorship, and reliance on external leadership for impact, showcasing robust internal quality controls. However, a medium-risk exposure in institutional self-citation, publication in discontinued journals, and redundant output suggests vulnerabilities that could challenge its long-term reputational goals. These findings are particularly relevant given the University's strong national standing in key thematic areas, as evidenced by the SCImago Institutions Rankings, where it ranks among the top 5 in Viet Nam for both Environmental Science and Agricultural and Biological Sciences. While the institutional mission was not specified, any pursuit of academic excellence and social responsibility is inherently threatened by practices that could create an illusion of impact or associate research with low-quality channels. To fully align its operational integrity with its thematic leadership, the University is encouraged to focus on enhancing publication strategies and fostering a culture of external validation, thereby securing a sustainable and globally recognized scientific influence.
The institution demonstrates a prudent profile with a Z-score of -0.101, which is more rigorous than the national standard of -0.035. This suggests that the University manages its affiliation processes with greater control than the national average. While multiple affiliations can be a legitimate outcome of collaboration, the institution's lower rate indicates a reduced risk of strategic practices aimed at artificially inflating institutional credit or engaging in “affiliation shopping,” thereby ensuring a more transparent representation of its collaborative footprint.
With a Z-score of -0.465, the institution shows a very low risk of retracted publications, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score: 0.749). This strong performance indicates that the University does not replicate the systemic vulnerabilities present in its environment. A high rate of retractions can signal failing quality control mechanisms, but the institution's excellent result suggests that its pre-publication supervision and methodological rigor are robust, protecting its scientific record and fostering a culture of integrity.
The University shows high exposure in this area, with a Z-score of 0.433, which is notably more pronounced than the national average of 0.192. This indicates a greater tendency toward internal citation patterns compared to its peers. While a certain level of self-citation is natural, disproportionately high rates can signal concerning scientific isolation or 'echo chambers.' This value warns of a potential risk of endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than validated by the broader global scientific community.
The institution exhibits high exposure to this risk, with a Z-score of 1.561 that surpasses the already moderate national average of 1.127. This finding constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high score indicates that a significant portion of 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 to enhance information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publishing practices.
With a Z-score of -1.086, the institution maintains a prudent profile that is stronger than the national standard (-0.822). This indicates that the University manages authorship practices with more rigor than its national peers. Outside of "Big Science" contexts, high rates in this indicator can signal author list inflation, which dilutes accountability. The institution's low score suggests it effectively distinguishes between necessary massive collaboration and questionable practices like 'honorary' authorship, promoting transparency and individual responsibility.
The institution shows excellent low-profile consistency, with a Z-score of -1.584 indicating a near-zero risk, a performance that aligns with and improves upon the low-risk national standard (-0.112). A wide positive gap in this indicator would signal a dependency on external partners for impact. However, the University's very low score demonstrates that its scientific prestige is structural and sustainable, resulting from genuine internal capacity and intellectual leadership rather than a strategic positioning in collaborations where it does not lead.
The University demonstrates low-profile consistency with a Z-score of -1.413, reflecting an almost complete absence of risk signals and aligning perfectly with a low-risk national environment (Z-score: -0.501). Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The institution's very low score indicates a healthy research culture where productivity is balanced with scientific integrity, avoiding practices that prioritize metrics over the quality of the scientific record.
A state of integrity synchrony is observed, as the institution's Z-score (-0.268) is identical to the national average, both at a very low-risk level. This perfect alignment with an environment of maximum scientific security is a positive sign. It indicates that the University avoids the potential conflicts of interest and academic endogamy associated with excessive dependence on in-house journals. By not using internal channels as 'fast tracks,' the institution ensures its research undergoes independent external peer review, fostering global visibility and competitive validation.
The institution demonstrates differentiated management of this risk, with a Z-score of 0.260 that, while indicating a medium risk, is notably lower than the national average of 0.313. This suggests the University is more effectively moderating a risk that appears common in the country. A high value in this indicator alerts to 'salami slicing,' where studies are fragmented to inflate productivity. The institution's relative control over this practice shows a greater commitment to publishing significant new knowledge rather than prioritizing volume, which helps protect the integrity of the scientific evidence base.
