| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.116 | -0.035 |
|
Retracted Output
|
-0.484 | 0.749 |
|
Institutional Self-Citation
|
-0.437 | 0.192 |
|
Discontinued Journals Output
|
2.010 | 1.127 |
|
Hyperauthored Output
|
-1.254 | -0.822 |
|
Leadership Impact Gap
|
-0.875 | -0.112 |
|
Hyperprolific Authors
|
-0.668 | -0.501 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.476 | 0.313 |
Thu Dau Mot University demonstrates a solid foundation of scientific integrity, reflected in its low overall risk score of 0.047. The institution's profile is characterized by significant strengths in maintaining low rates of retracted output, hyper-authorship, and dependence on external leadership for impact, indicating robust internal quality controls. However, areas requiring strategic attention have been identified, particularly in the selection of publication venues and the prevention of redundant publications. These strengths align well with the university's notable academic performance, as evidenced by its national top-10 rankings in key disciplines such as Mathematics (7th) and Earth and Planetary Sciences (9th) according to SCImago Institutions Rankings data. Fulfilling its mission to be a leading center of science and technology requires addressing the identified vulnerabilities, as practices like publishing in discontinued journals could compromise the "quality" of its scientific products and hinder its "international integration." By focusing on enhancing researcher guidance and publication strategies, the university can further solidify its reputation for excellence and social responsibility, ensuring its scientific contributions are both impactful and unimpeachable.
The institution's Z-score of -0.116 is lower than the national average of -0.035, indicating a prudent profile in managing collaborative attributions. This suggests that the university's processes are managed with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility and partnerships, the institution's controlled rate points to a healthy and transparent approach, effectively avoiding strategic attempts to inflate institutional credit or engage in “affiliation shopping.”
With a Z-score of -0.484, the institution demonstrates an exceptionally low rate of retracted publications, especially when contrasted with the national average of 0.749, which falls into the medium-risk category. This suggests a form of preventive isolation, where the university's internal quality controls effectively shield it from the risk dynamics observed elsewhere in the country. A rate significantly lower than the norm points to robust and successful quality control mechanisms prior to publication, showcasing a strong integrity culture and methodological rigor that prevents the systemic failures that can lead to a high volume of retractions.
The institution exhibits a Z-score of -0.437, a low-risk value that stands in positive contrast to the national average of 0.192. This demonstrates institutional resilience, as its control mechanisms appear to successfully mitigate the systemic risks of self-citation present in the country. A certain level of self-citation is natural, but the university's low rate indicates it is avoiding the creation of scientific 'echo chambers.' This ensures its academic influence is validated by the global community rather than being oversized by internal dynamics or endogamous impact inflation.
The institution presents a Z-score of 2.010, which is notably higher than the national average of 1.127. This indicates a high exposure to this particular risk factor, suggesting the university is more prone to showing alert signals in this area than its national peers. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.254, the institution shows a near-total absence of hyper-authored publications, a figure significantly lower than the already low national average of -0.822. This demonstrates low-profile consistency, where the absence of risk signals is even more pronounced than the national standard. This value indicates that authorship practices at the institution are transparent and accountable, successfully distinguishing between necessary massive collaboration and potentially problematic 'honorary' or political authorship, thereby upholding individual accountability.
The institution's Z-score of -0.875 is exceptionally low, contrasting favorably with the national average of -0.112. This signals a consistent and low-risk profile, indicating strong scientific autonomy. A very low gap suggests that the institution's scientific prestige is structural and derived from its own internal capacity. This is a sign of sustainability, as it confirms that excellence metrics result from genuine intellectual leadership rather than a strategic dependency on external collaborations where the institution does not lead.
The institution's Z-score for hyperprolific authors is -0.668, a low value that is more favorable than the national average of -0.501. This prudent profile suggests that the university manages author productivity with more rigor than the national standard. By maintaining a low rate of extreme individual publication volumes, the institution effectively mitigates the risks of imbalances between quantity and quality, such as coercive authorship or assigning credit without real participation, thus prioritizing the integrity of the scientific record over inflated metrics.
The institution's Z-score of -0.268 is identical to the national average, reflecting perfect integrity synchrony in this area. This total alignment with an environment of maximum scientific security shows a shared commitment to avoiding academic endogamy. By not depending on in-house journals, which can create conflicts of interest, the university ensures its scientific production undergoes independent external peer review. This practice enhances global visibility and guarantees that its research is validated through standard competitive channels.
With a Z-score of 0.476, the institution's rate of redundant output is higher than the national average of 0.313. This signals high exposure, indicating that the university is more prone to this alert than its environment. A high value warns of the potential practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing.' This behavior can distort the available scientific evidence and overburdens the review system, suggesting a need to reinforce policies that prioritize the generation of significant new knowledge over sheer publication volume.
