| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.599 | 1.166 |
|
Retracted Output
|
-0.634 | 0.051 |
|
Institutional Self-Citation
|
-0.375 | -0.204 |
|
Discontinued Journals Output
|
-0.298 | -0.165 |
|
Hyperauthored Output
|
-0.968 | -0.671 |
|
Leadership Impact Gap
|
-0.883 | -0.559 |
|
Hyperprolific Authors
|
-0.807 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-0.346 | -0.176 |
National Chung Hsing University presents a robust scientific integrity profile, with an overall risk score of -0.326, indicating a performance that is not only secure but also generally more rigorous than the national standard in Taiwan. The institution's primary strengths lie in its exceptionally low rates of retracted output, minimal dependence on institutional journals, and a strong demonstration of intellectual leadership, showcasing a mature and self-sufficient research ecosystem. The only significant point of attention is a medium-risk signal in the Rate of Multiple Affiliations, which exceeds the national average and warrants a closer examination. According to SCImago Institutions Rankings data, the university demonstrates outstanding leadership in several key areas, most notably ranking 2nd in Taiwan for Veterinary sciences, 6th for Agricultural and Biological Sciences, and 8th for Social Sciences. While the institution's specific mission statement was not available for this analysis, this strong integrity profile and thematic excellence align perfectly with the universal academic values of rigor, transparency, and social responsibility. The observed risks do not currently compromise this position, but proactive management of affiliation practices is recommended to ensure that institutional credit is a reflection of genuine collaboration, thereby safeguarding its well-earned reputation and continuing its trajectory of excellence.
The institution presents a Z-score of 1.599, which is higher than the national average of 1.166. Although both the university and the country operate within a medium-risk context for this indicator, the institution shows a greater propensity for this behavior. This suggests a higher exposure to the risks associated with multiple affiliations. While often a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This elevated signal compared to the national environment warrants a review to ensure that affiliation practices are driven by substantive scientific partnerships rather than metric-oriented strategies.
With a Z-score of -0.634, the institution demonstrates an exceptionally low risk of retracted publications, starkly contrasting with the medium-risk level observed nationally (Z-score: 0.051). This significant difference indicates a form of preventive isolation, where the university does not partake in the risk dynamics prevalent in its environment. Such a low rate is a strong sign of responsible supervision and effective pre-publication quality control mechanisms. It suggests that the institution's integrity culture is robust, successfully preventing the kind of systemic failures or recurring malpractice that a higher rate would imply, thereby safeguarding its scientific record.
The institution's Z-score of -0.375 is more favorable than the national average of -0.204, though both fall within the low-risk category. This prudent profile indicates that the university manages its citation practices with greater rigor than the national standard. A certain level of self-citation is natural, but the institution's lower rate suggests a reduced risk of operating in scientific 'echo chambers.' This demonstrates a healthy reliance on external scrutiny and validation from the global community, mitigating the risk of endogamous impact inflation and confirming that its academic influence is earned through broad recognition.
The university maintains a Z-score of -0.298, a more secure position than the national average of -0.165. This prudent profile, within a shared low-risk environment, shows that the institution exercises more rigorous due diligence in selecting its publication channels compared to its national peers. A lower rate of publication in discontinued journals is a key indicator of good practice, as it reduces exposure to severe reputational risks associated with 'predatory' or low-quality publishing. This suggests the presence of effective information literacy and quality assurance, protecting institutional resources and credibility.
With a Z-score of -0.968, the institution displays a significantly lower incidence of hyper-authored publications compared to the national average of -0.671. This prudent profile suggests that the university's processes are managed with more rigor than the national standard. Outside of 'Big Science' contexts where large author lists are normal, a low score indicates a healthy approach to authorship, minimizing the risk of author list inflation. This reflects a culture of transparency and individual accountability, where credit is less likely to be diluted by 'honorary' or political authorship practices.
The institution exhibits a Z-score of -0.883, placing it in the very low-risk category and significantly better than the country's low-risk score of -0.559. This demonstrates a low-profile consistency, where the complete absence of risk signals surpasses even the secure national standard. A minimal gap between overall impact and the impact of institution-led research is a powerful sign of scientific sustainability and maturity. It indicates that the university's prestige is not dependent on external partners but is built upon genuine internal capacity and intellectual leadership, reflecting a structurally sound and self-reliant research ecosystem.
The university's Z-score of -0.807 signifies a low risk, which is a notable achievement when compared to the medium-risk level seen across the country (Z-score: 0.005). This demonstrates strong institutional resilience, as internal control mechanisms appear to successfully mitigate systemic risks present in the national environment. By maintaining a low rate of hyperprolific authors, the institution effectively avoids the potential imbalances between quantity and quality. This suggests a culture that discourages practices like coercive authorship or assigning credit without real participation, prioritizing the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.268, the institution is in the very low-risk category, showing a more controlled practice than the nation's low-risk score of -0.075. This low-profile consistency, which improves upon the national standard, is a strong positive signal. An exceptionally low reliance on in-house journals avoids potential conflicts of interest where the institution might act as both judge and party. It demonstrates that the university's scientific production consistently faces and passes independent external peer review, ensuring its work is validated by the global community and preventing any perception of academic endogamy or the use of internal channels to bypass competitive standards.
The institution's Z-score of -0.346 is well within the low-risk category and is notably lower than the national average of -0.176. This prudent profile indicates that the university manages its publication strategies with more rigor than the national standard. A low rate of redundant output suggests a reduced tendency toward 'salami slicing,' the practice of fragmenting a single study into multiple minimal publications. This reflects a commitment to producing work of significant substance, which respects the scientific evidence base and avoids overburdening the peer-review system, prioritizing the generation of new knowledge over the artificial inflation of productivity metrics.