| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.173 | 1.166 |
|
Retracted Output
|
-0.493 | 0.051 |
|
Institutional Self-Citation
|
-0.387 | -0.204 |
|
Discontinued Journals Output
|
-0.249 | -0.165 |
|
Hyperauthored Output
|
-0.743 | -0.671 |
|
Leadership Impact Gap
|
-0.391 | -0.559 |
|
Hyperprolific Authors
|
-0.827 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-0.692 | -0.176 |
Chang Gung University demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.301 that indicates performance significantly stronger than the national average. The institution's primary strengths lie in its exceptionally low rates of Retracted Output, Redundant Output, and Output in Institutional Journals, signaling highly effective internal quality control and a commitment to rigorous external validation. The only indicator reflecting a medium risk, the Rate of Multiple Affiliations, is not an institutional anomaly but rather aligns perfectly with a systemic pattern observed across Taiwan. This strong integrity framework provides a solid foundation for the university's thematic leadership, as evidenced by its high national rankings in the SCImago Institutions Rankings, particularly in Chemistry (4th), Medicine (4th), and Biochemistry, Genetics and Molecular Biology (6th). These results are in direct alignment with the institutional mission to pursue "excellence" with "Diligence, Perseverance... and Trustworthiness." The data confirms that this pursuit of excellence is not achieved at the expense of ethical standards. To further consolidate this position, it is recommended that the university maintain its exemplary control mechanisms while strategically addressing the minor vulnerability related to impact dependency, thereby ensuring that its scientific prestige is as sustainable and internally driven as its integrity culture.
The institution's Z-score of 1.173 is nearly identical to the national average of 1.166, indicating that its medium risk level in this area is not an isolated issue but reflects a shared national practice. This alignment suggests that the university operates within the same collaborative and credit-attribution ecosystem as its national peers. While multiple affiliations can be a legitimate outcome of partnerships, this systemic pattern warrants attention. A high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping,” and the university's conformity with the national trend suggests it is exposed to the same systemic vulnerabilities, making it important to ensure all affiliations are transparent and reflect substantive contributions.
With a Z-score of -0.493, the institution demonstrates an exceptionally low risk of retracted publications, starkly contrasting with the medium-risk national average of 0.051. This significant positive deviation shows that the university has successfully insulated itself from the risk dynamics prevalent in its environment. This performance is a testament to robust and effective pre-publication quality control mechanisms. While some retractions result from honest error correction, the university's near-absence of such signals suggests a strong institutional integrity culture that systemically prevents the methodological flaws or potential malpractice that can lead to retractions, safeguarding its scientific reputation.
The institution presents a Z-score of -0.387, a more favorable value than the national average of -0.204. This indicates a prudent and rigorous approach to citation practices, managing its processes with more discipline than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the university's lower-than-average rate suggests a healthy reliance on external validation and a minimal risk of creating scientific 'echo chambers.' This demonstrates that the institution's academic influence is well-integrated with the global community rather than being inflated by endogamous internal dynamics.
The institution's Z-score of -0.249 is lower than the national average of -0.165, reflecting a more prudent profile in the selection of publication venues. This suggests that the university exercises greater due diligence than its national peers in avoiding channels that fail to meet international ethical or quality standards. By maintaining a lower rate of publication in such journals, the institution effectively minimizes reputational risks and demonstrates a commitment to information literacy, ensuring that its research output is channeled through credible and sustainable media, thereby avoiding the pitfalls of 'predatory' practices.
With a Z-score of -0.743, the institution shows a lower incidence of hyper-authored publications compared to the national average of -0.671. This prudent profile suggests that the university manages authorship with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science,' a lower rate outside these contexts points to a culture that values transparency and individual accountability. This helps mitigate the risk of author list inflation and ensures that credit is assigned based on substantive contributions, distinguishing legitimate collaboration from 'honorary' authorship practices.
The institution's Z-score of -0.391, while in the low-risk category, is higher than the national average of -0.559, signaling an incipient vulnerability. This suggests that the university, more so than its national peers, may rely on external partners for its high-impact research. A wider positive gap warns of a potential sustainability risk, where scientific prestige is more dependent and exogenous rather than structurally rooted in internal capacity. This finding invites a strategic reflection on whether the institution's excellence metrics are a result of its own intellectual leadership or its positioning within collaborations led by others.
The institution exhibits strong institutional resilience with a Z-score of -0.827, placing it in the low-risk category, in sharp contrast to the medium-risk national average of 0.005. This demonstrates that the university's control mechanisms effectively mitigate the systemic risks of hyperprolificity seen elsewhere in the country. By maintaining such a low rate, the institution shows a clear prioritization of quality over quantity, discouraging practices such as coercive authorship or 'salami slicing' that can arise from pressure to produce extreme publication volumes and ensuring the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a very low rate of publication in its own journals, a figure that is even more conservative than the low-risk national average of -0.075. This low-profile consistency demonstrates an absence of risk signals and a strong alignment with national standards of integrity. By avoiding over-reliance on in-house journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This commitment to independent external peer review enhances the global visibility and credibility of its research, confirming that internal channels are not used as 'fast tracks' to inflate productivity without competitive validation.
The institution's Z-score of -0.692 signifies a very low risk of redundant output, performing significantly better than the national average of -0.176. This near-total absence of risk signals aligns with a national environment that is already low-risk, but the university's performance is exemplary. This indicates a strong institutional culture that discourages data fragmentation or 'salami slicing'—the practice of dividing studies into minimal publishable units. By promoting the publication of coherent, significant new knowledge over artificially inflated productivity metrics, the university upholds the integrity of the scientific evidence base.