| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.438 | 1.166 |
|
Retracted Output
|
-0.334 | 0.051 |
|
Institutional Self-Citation
|
-0.809 | -0.204 |
|
Discontinued Journals Output
|
-0.099 | -0.165 |
|
Hyperauthored Output
|
-0.543 | -0.671 |
|
Leadership Impact Gap
|
-1.162 | -0.559 |
|
Hyperprolific Authors
|
-0.799 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-0.279 | -0.176 |
Fu Jen Catholic University demonstrates a robust and commendable scientific integrity profile, with an overall score of -0.223 indicating performance that is healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation and its minimal Gap in Leadership Impact, signaling a research culture that is externally focused, collaborative, and structurally sound. These areas of excellence are complemented by effective mitigation of risks related to retracted publications and hyperprolific authorship when compared to the national context. The main area requiring strategic attention is the Rate of Multiple Affiliations, which presents a medium-level risk slightly above the national average. According to SCImago Institutions Rankings data, the university's academic strengths are particularly notable in Arts and Humanities, Psychology, Physics and Astronomy, and Agricultural and Biological Sciences. This strong integrity profile directly supports the university's mission to foster "Truth" and "genuine knowledge." However, the identified vulnerability in affiliation practices could potentially challenge this commitment to transparency. By proactively addressing this single area of moderate risk, Fu Jen Catholic University can further solidify its reputation for excellence and ensure its operational practices are in perfect alignment with its foundational values of advancing society through unimpeachable research.
The institution's Z-score of 1.438 for multiple affiliations is higher than the national average of 1.166. This suggests that while operating within a national context where this practice is common, the university shows a greater propensity for it. This high exposure indicates a need for careful review of affiliation policies. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university should ensure that its collaboration frameworks are transparent and that all affiliations represent substantive intellectual contributions, thereby avoiding any perception of “affiliation shopping” and reinforcing its commitment to clear attribution.
The university demonstrates notable institutional resilience in its quality control processes, with a Z-score of -0.334, which is significantly healthier than the national average of 0.051. This performance indicates that the institution's control mechanisms are effectively mitigating the systemic risks related to retracted publications that are more prevalent at the national level. Retractions are complex events, but a rate significantly lower than the average suggests that the university's quality control mechanisms prior to publication are functioning effectively. This reflects a strong integrity culture and a commitment to methodological rigor that prevents the kind of recurring errors or malpractice that can damage the scientific record.
With an exceptionally low Z-score of -0.809, far below the national average of -0.204, the university exhibits a strong outward-looking research orientation. This absence of risk signals is not only consistent with the low-risk national environment but surpasses it, indicating a robust engagement with the global scientific community. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this very low rate confirms that the institution avoids the risk of creating scientific 'echo chambers' and does not inflate its impact through endogamous practices, ensuring its academic influence is validated by broad external scrutiny.
The institution's Z-score of -0.099 is slightly higher than the national average of -0.165, signaling an incipient vulnerability in the selection of publication venues. Although the overall risk is low, this metric suggests that the university's researchers may be slightly more exposed than their national peers to journals that fail to meet long-term quality standards. A high proportion of output in such journals can pose severe reputational risks. This signal, while minor, warrants a proactive review of guidance and information literacy programs for researchers to ensure they are equipped to identify and avoid predatory or low-quality publication channels.
With a Z-score of -0.543, which is slightly higher than the national average of -0.671, the university shows a minor, incipient vulnerability concerning hyper-authored publications. While the overall risk remains low and well within expected norms, this subtle deviation from the national baseline warrants attention. In fields outside of 'Big Science,' extensive author lists can sometimes indicate a dilution of individual accountability. This signal serves as a reminder to ensure that authorship practices remain transparent and that all listed authors meet the criteria for substantial contribution, distinguishing legitimate large-scale collaboration from honorary or political authorship.
The university demonstrates exceptional scientific autonomy, with a Z-score of -1.162, which is significantly better than the national average of -0.559. This very low gap indicates that the impact of research led by the institution's own authors is closely aligned with the impact of its overall collaborative output. This absence of risk signals is a strong indicator of sustainable, endogenous research capacity. It suggests that the institution's scientific prestige is not dependent on external partners but is generated structurally from within, reflecting a mature research ecosystem where the university exercises clear intellectual leadership in its collaborations.
The institution shows strong institutional resilience regarding hyperprolific authorship, with a Z-score of -0.799, in stark contrast to the national average of 0.005, which sits at a medium risk level. This suggests that the university's governance and incentive structures effectively discourage practices that prioritize quantity over quality, thereby mitigating a risk more prevalent in the national system. While high productivity can be legitimate, extreme publication volumes can challenge the limits of meaningful intellectual contribution. The university's excellent performance in this area indicates a healthy balance, protecting against risks such as coercive authorship or the dilution of the scientific record.
With a Z-score of -0.268, well below the national average of -0.075, the university shows a very low reliance on its own journals for publication. This absence of risk signals aligns with the country's low-risk profile but demonstrates an even greater commitment to external validation. While in-house journals can be valuable for local dissemination, excessive dependence on them raises potential conflicts of interest. The university's low score indicates that its research output consistently undergoes independent, external peer review, which enhances its global visibility and confirms that internal channels are not used to bypass standard competitive validation processes.
The university's Z-score for redundant output is -0.279, which is slightly higher than the national average of -0.176. This indicates an incipient vulnerability, suggesting that while the overall risk is low, the institution's research exhibits slightly more bibliographic overlap between publications than its national peers. This pattern can be an early indicator of 'salami slicing,' where a single study is fragmented to inflate productivity metrics. Although not yet a significant issue, this signal warrants a review of academic integrity training to reinforce the importance of publishing complete, coherent studies that offer significant new knowledge rather than prioritizing publication volume.