| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.334 | 1.166 |
|
Retracted Output
|
-0.268 | 0.051 |
|
Institutional Self-Citation
|
0.574 | -0.204 |
|
Discontinued Journals Output
|
0.219 | -0.165 |
|
Hyperauthored Output
|
-1.225 | -0.671 |
|
Leadership Impact Gap
|
-1.682 | -0.559 |
|
Hyperprolific Authors
|
0.471 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
0.722 | -0.176 |
The National Kaohsiung University of Science and Technology presents a balanced scientific integrity profile, with an overall score of -0.130 that indicates a performance generally aligned with global standards. The institution demonstrates significant strengths and robust governance in key areas, particularly in its low rates of hyper-authored output, minimal reliance on institutional journals, and a strong correlation between its overall impact and the impact of research under its direct leadership. These strengths are foundational to its academic reputation. However, the analysis also identifies moderate vulnerabilities in practices related to institutional self-citation, publication in discontinued journals, hyperprolific authorship, and redundant output, where the university shows higher risk exposure than the national average. These areas warrant strategic review to ensure that operational practices fully align with the institution's remarkable thematic leadership, as evidenced by its top-tier national rankings in fields such as Pharmacology, Toxicology and Pharmaceutics (1st in Taiwan), Arts and Humanities (2nd), Energy (4th), and Environmental Science (4th). Addressing these moderate risks is crucial, as practices that prioritize volume over substance could undermine a mission centered on excellence and social responsibility. By proactively refining its research policies, the university can fortify its integrity framework, ensuring its scientific conduct mirrors the high caliber of its academic achievements.
The institution's Z-score of -0.334 contrasts favorably with the national average of 1.166. This demonstrates a case of institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks that are more prevalent across the country. While multiple affiliations can be a legitimate outcome of collaboration, the university’s controlled rate suggests it successfully avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.268, the institution shows a lower incidence of retracted publications compared to the national average of 0.051. This positive differential points to effective institutional resilience, suggesting that its quality control and supervision mechanisms are more robust than the national standard. Retractions can sometimes signify responsible error correction, but a consistently low rate, especially in a higher-risk environment, indicates that the university's pre-publication review processes are likely succeeding in preventing the systemic failures or lack of methodological rigor that can lead to post-publication withdrawals.
The institution exhibits a Z-score of 0.574, marking a moderate deviation from the national average of -0.204. This indicates a greater sensitivity to risk factors in this area compared to its national peers. While a certain degree of self-citation is natural to build upon established research lines, this higher rate signals a potential for scientific isolation or the formation of 'echo chambers.' It serves as a warning about the risk of endogamous impact inflation, suggesting that the institution's perceived academic influence could be partially shaped by internal dynamics rather than broader recognition from the global scientific community.
The institution's Z-score of 0.219 represents a moderate deviation from the national average of -0.165, highlighting a greater institutional sensitivity to this risk. Publishing in journals that cease operation can expose an institution to significant reputational damage. This indicator serves as a critical alert regarding the due diligence applied in selecting dissemination channels, as a higher-than-average rate suggests that a portion of the university's scientific output is being placed in venues that may not meet international ethical or quality standards, pointing to a need for enhanced information literacy to prevent the use of 'predatory' or low-quality outlets.
With a Z-score of -1.225, the institution demonstrates an exceptionally low rate of hyper-authored publications, performing even better than the low-risk national average of -0.671. This reflects a low-profile consistency, where the absence of risk signals aligns with, and improves upon, the national standard. This result indicates that the institution successfully distinguishes between necessary massive collaboration in 'Big Science' and practices of author list inflation. By maintaining clear and appropriate authorship attribution, the university reinforces individual accountability and transparency in its research culture.
The institution's Z-score of -1.682 is exceptionally low, far below the national average of -0.559. This finding represents a significant institutional strength and a sign of low-profile consistency with best practices. A minimal gap indicates that the university's scientific prestige is not dependent on external partners but is structurally generated by its own internal capacity and intellectual leadership. This suggests a high degree of sustainability in its research excellence, confirming that its impact metrics are a direct result of the quality of the work led by its own researchers.
The institution's Z-score of 0.471, while within a moderate risk band, indicates high exposure as it is significantly above the national average of 0.005. This suggests the center is more prone to displaying alert signals related to extreme publication volumes. While high productivity can reflect leadership, extreme output levels challenge the perceived limits of meaningful intellectual contribution. This indicator warns of potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of credit without substantive participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a rate well below the national average of -0.075. This demonstrates a strong, low-profile consistency with principles of academic integrity. By minimizing publications in its own journals, the university avoids the conflict of interest inherent in acting as both judge and party. This practice signals a commitment to independent, external peer review, which mitigates the risk of academic endogamy and prevents the use of internal channels as 'fast tracks' for publication, thereby enhancing the global visibility and credibility of its research.
The institution's Z-score of 0.722 constitutes a moderate deviation from the national average of -0.176, indicating that it is more sensitive to this particular risk factor than its peers. This value alerts to the potential practice of 'salami slicing,' where a single coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. Such a practice not only distorts the available scientific evidence but also overburdens the peer-review system, suggesting a need to reinforce a culture that prioritizes the communication of significant new knowledge over the sheer volume of publications.