| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.048 | 1.166 |
|
Retracted Output
|
-0.522 | 0.051 |
|
Institutional Self-Citation
|
-0.469 | -0.204 |
|
Discontinued Journals Output
|
-0.063 | -0.165 |
|
Hyperauthored Output
|
-1.229 | -0.671 |
|
Leadership Impact Gap
|
-0.532 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
0.637 | -0.176 |
National Formosa University demonstrates a strong overall integrity profile, reflected in a global risk score of -0.522. This performance indicates robust governance and a general alignment with best practices in scientific conduct. The institution's primary strengths lie in its exceptional control over multiple affiliations, retracted publications, hyper-prolific authorship, and hyper-authorship, where it significantly outperforms the national trends, effectively insulating itself from systemic risks present in its environment. However, a key vulnerability has been identified in the Rate of Redundant Output (Salami Slicing), which registers as a medium-level risk and deviates from the national norm. According to SCImago Institutions Rankings data, the university's academic strengths are particularly notable in Energy (ranked 15th in Taiwan), Chemistry (17th), and Physics and Astronomy (25th). While the institution's specific mission was not available for this analysis, the identified risk of redundant publication could undermine the universal academic goals of achieving excellence and upholding social responsibility, as it prioritizes publication volume over the creation of significant and impactful knowledge. The university is advised to leverage its existing strong integrity framework to address this specific area of concern, thereby ensuring its research practices fully support its prominent academic standing.
The institution exhibits a very low rate of multiple affiliations, with a Z-score of -1.048, in stark contrast to the medium-risk trend observed nationally (Z-score 1.166). This result suggests a clear and effective institutional policy that prevents the replication of risk dynamics common in the wider environment. While multiple affiliations can be legitimate, the university's low score indicates it successfully avoids the strategic inflation of institutional credit or "affiliation shopping," thereby maintaining a transparent and unambiguous representation of its collaborative contributions and institutional boundaries.
With a Z-score of -0.522, the university maintains a very low rate of retracted output, positioning itself as an outlier in an environment where this indicator signals a medium-level risk for the country (Z-score 0.051). This preventive isolation demonstrates that the institution's quality control and supervision mechanisms are functioning effectively, protecting it from the systemic vulnerabilities seen elsewhere. A high rate of retractions can point to failures in methodological rigor or recurring malpractice, but the university's strong negative score suggests a healthy integrity culture where potential errors are addressed before publication.
The institution's Z-score for self-citation is -0.469, which, while in the low-risk category, reflects a more prudent profile than the national standard (Z-score -0.204). This indicates that the university manages its citation practices with greater rigor than its national peers. A certain level of self-citation is natural, but the institution's lower rate demonstrates a healthy reliance on external validation from the global scientific community, effectively mitigating the risk of creating 'echo chambers' or artificially inflating its impact through endogamous dynamics.
The university's rate of publication in discontinued journals (Z-score -0.063) is slightly elevated compared to the national average (Z-score -0.165), though both metrics fall within the low-risk range. This subtle difference points to an incipient vulnerability that warrants monitoring. A high proportion of output in such journals can signal a failure in due diligence when selecting publication venues. While the current level is not alarming, it serves as a reminder to reinforce information literacy among researchers to avoid channeling work through media that may not meet international quality standards, thus preventing potential reputational damage.
With a Z-score of -1.229, the institution shows an exceptionally low incidence of hyper-authored publications, a figure that aligns with and improves upon the low-risk national standard (Z-score -0.671). This low-profile consistency suggests that authorship practices are well-governed and transparent. The data indicates the university successfully distinguishes between legitimate large-scale collaborations and questionable practices like 'honorary' authorship, thereby ensuring that author lists accurately reflect meaningful contributions and upholding individual accountability.
The institution's Z-score of -0.532 for this indicator reflects statistical normality, being almost identical to the national average of -0.559. This alignment indicates a healthy and sustainable research ecosystem. The data suggests that the university's scientific prestige is not disproportionately dependent on collaborations where it does not hold intellectual leadership. Instead, its impact metrics appear to be driven by genuine internal capacity, demonstrating structural strength rather than a reliance on an exogenous reputation.
The university demonstrates a powerful preventive isolation from national trends in hyperprolific authorship, with an extremely low Z-score of -1.413 compared to the country's medium-risk score of 0.005. This significant difference highlights a culture that prioritizes the quality and integrity of the scientific record over sheer publication volume. By effectively curbing extreme individual productivity, the institution mitigates risks such as coercive authorship or data fragmentation, ensuring that authorship is tied to meaningful intellectual contribution.
With a Z-score of -0.268, the institution maintains a very low rate of publication in its own journals, a practice consistent with the low-risk national environment (Z-score -0.075). This demonstrates a strong commitment to seeking external, independent peer review for its research. By avoiding over-reliance on in-house journals, the university circumvents potential conflicts of interest and academic endogamy, ensuring its scientific output is validated against global standards and enhancing its international visibility.
This indicator reveals a moderate deviation from the national norm, with the institution showing a medium-risk Z-score of 0.637 while the country average remains in the low-risk category (Z-score -0.176). This suggests the university is more sensitive than its peers to practices of data fragmentation or 'salami slicing' to artificially inflate productivity metrics. This trend warrants a focused review, as it can distort the scientific evidence base and overburden the peer-review system. Addressing this high exposure is crucial to ensure that the institutional focus remains on producing significant, coherent knowledge rather than maximizing publication counts.
