| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.934 | 1.166 |
|
Retracted Output
|
-0.296 | 0.051 |
|
Institutional Self-Citation
|
-0.456 | -0.204 |
|
Discontinued Journals Output
|
-0.282 | -0.165 |
|
Hyperauthored Output
|
-0.978 | -0.671 |
|
Leadership Impact Gap
|
-0.506 | -0.559 |
|
Hyperprolific Authors
|
1.861 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-0.679 | -0.176 |
Yuan-Ze University presents a robust scientific integrity profile, reflected in a low overall risk score of 0.177. The institution demonstrates significant strengths in maintaining very low rates of redundant output and publication in its own journals, alongside commendable control over self-citation and output in discontinued journals. This solid foundation is complemented by strong academic positioning, particularly in Mathematics, Economics, and Business, where it ranks among the top institutions in Taiwan according to SCImago Institutions Rankings data. However, this positive overview is contrasted by two key vulnerabilities: a significant rate of multiple affiliations and a medium-risk level of hyperprolific authorship. While the institution's mission was not available for direct comparison, these specific risk signals could challenge universal academic values of excellence and transparency, suggesting that a focus on quantitative metrics might overshadow the qualitative rigor expected of a leading institution. Addressing these specific areas of concern will be crucial to fully align its operational practices with its demonstrated academic strengths and to consolidate its reputation for scientific integrity.
The institution's Z-score of 2.934 is significantly higher than the national average of 1.166, indicating that it amplifies a vulnerability already present in the national system. This high rate of multiple affiliations requires immediate attention. While multiple affiliations are often a legitimate result of researcher mobility, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The university's current level suggests a systemic pattern that goes beyond typical collaborative behavior, posing a reputational risk by creating an impression of inflated institutional contribution and requiring a review of affiliation policies.
With a Z-score of -0.296, the institution demonstrates effective control over retracted publications, performing better than the national context, which shows a medium-risk signal (0.051). This suggests that the university's internal quality control mechanisms are successfully mitigating systemic risks observed elsewhere in the country. Retractions are complex events, and a low rate like this points towards responsible supervision and robust pre-publication review processes, reinforcing the integrity of the institution's scientific record.
The university maintains a prudent profile in institutional self-citation, with a Z-score of -0.456 that is more rigorous than the national standard of -0.204. This indicates a healthy level of external engagement and validation. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by keeping this rate well below the national average, the institution effectively avoids any perception of being a scientific 'echo chamber' and demonstrates that its academic influence is validated by the broader global community, not just internal dynamics.
The institution shows a more rigorous approach than its national peers in avoiding discontinued journals, with a Z-score of -0.282 compared to the country's -0.165. This prudent management of publication channels is a positive sign of due diligence. A low rate indicates that researchers are effectively selecting reputable dissemination channels, protecting the institution from the reputational risks associated with predatory or low-quality publishing and ensuring that research efforts are invested in credible and enduring platforms.
With a Z-score of -0.978, the university demonstrates more rigorous control over hyper-authored publications than the national standard (-0.671). This low incidence suggests that authorship practices at the institution are generally well-aligned with disciplinary norms, effectively distinguishing between necessary large-scale collaboration and potential author list inflation. This prudent profile reinforces individual accountability and transparency in crediting contributions, a cornerstone of research integrity.
The institution's Z-score of -0.506, while low, is slightly higher than the national average of -0.559, pointing to an incipient vulnerability that warrants review. This indicator measures the gap between the impact of all institutional output and the impact of output where the institution holds a leadership role. A negative score is ideal, indicating strong internal leadership. The university's score, though negative, is closer to zero than the country's, suggesting a slightly greater reliance on external partners for impact. This invites reflection on whether its scientific prestige is sufficiently structural or if it could be strengthened by fostering more internally-led, high-impact research to ensure long-term sustainability.
The university shows a high exposure to risks associated with hyperprolific authors, with a Z-score of 1.861 that is significantly more pronounced than the national average of 0.005. This medium-risk signal suggests the institution is more prone than its peers to hosting authors with extreme publication volumes. While high productivity can be legitimate, such volumes often challenge the limits of meaningful intellectual contribution. This indicator serves as an alert to investigate potential imbalances between quantity and quality, and to ensure that authorship is not being assigned without real participation or through practices like 'salami slicing'.
The institution demonstrates an exemplary and consistent approach to publishing in its own journals, with a very low-risk Z-score of -0.268, which aligns well with the low-risk national standard (-0.075). This absence of risk signals indicates that the university is not overly reliant on its in-house journals. By avoiding potential conflicts of interest where the institution acts as both judge and party, it ensures its research undergoes independent external peer review, thereby enhancing its global visibility and competitive validation.
With a very low-risk Z-score of -0.679, the university shows excellent control over redundant publications, a practice that aligns with the low-risk national context (-0.176). This near-total absence of signals for 'salami slicing' indicates a strong institutional culture that prioritizes significant new knowledge over artificially inflating productivity. This commitment to publishing coherent, complete studies reinforces the integrity of the scientific record and demonstrates respect for the academic review system.
