| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.526 | 1.166 |
|
Retracted Output
|
-0.184 | 0.051 |
|
Institutional Self-Citation
|
0.129 | -0.204 |
|
Discontinued Journals Output
|
-0.244 | -0.165 |
|
Hyperauthored Output
|
-0.830 | -0.671 |
|
Leadership Impact Gap
|
-1.081 | -0.559 |
|
Hyperprolific Authors
|
-0.379 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-0.796 | -0.176 |
Kaohsiung Medical University presents a robust scientific integrity profile, marked by an overall risk score of 0.055, which indicates a generally healthy and well-governed research environment. The institution demonstrates exceptional strengths in areas that underscore a commitment to substantive and impactful science, with very low risk signals for redundant output, publication in institutional journals, and a minimal gap between its overall impact and the impact of research it leads. These strengths align perfectly with its mission to foster creative research and provide holistic contributions. However, this strong foundation is contrasted by a significant alert in the Rate of Multiple Affiliations and a moderate concern regarding Institutional Self-Citation. These vulnerabilities require strategic attention to ensure they do not undermine the university's pursuit of excellence and professional humanism. According to SCImago Institutions Rankings data, the university's academic prowess is most pronounced in key health-related fields, holding top-10 national rankings in Medicine (8th), Dentistry (8th), and Biochemistry, Genetics and Molecular Biology (9th), reinforcing its central role in Taiwan's medical research landscape. To fully honor its mission, the university is encouraged to investigate the drivers of its high-risk indicators, thereby safeguarding its reputation and ensuring its significant contributions are built on a foundation of unimpeachable integrity.
The institution exhibits a Z-score of 3.526, a value that is critically higher than the national average of 1.166. This result suggests that the university is not only participating in a national trend but is amplifying it, pointing to a systemic vulnerability. While multiple affiliations can be a legitimate outcome of collaboration, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The significant disparity with the national context warrants an urgent internal review to ensure that all declared affiliations correspond to substantive, transparent, and equitable research partnerships, rather than practices that could dilute institutional accountability.
With a Z-score of -0.184, the institution demonstrates a commendable performance, standing in stark contrast to the national average of 0.051, which indicates a moderate risk level. This suggests the presence of effective institutional resilience, where internal control mechanisms successfully mitigate systemic risks observed elsewhere in the country. A low rate of retractions is a positive sign of responsible supervision and robust pre-publication quality control. This performance indicates that the university's integrity culture is effectively preventing the kind of recurring malpractice or lack of methodological rigor that can lead to systemic failures, showcasing a commitment to reliable science.
The institution's Z-score for this indicator is 0.129, showing a moderate deviation from the national average of -0.204. This divergence indicates that the university has a greater sensitivity to this risk factor than its national peers. While a certain level of self-citation is natural, disproportionately high rates can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This value warns of a potential risk of endogamous impact inflation, suggesting that the institution's academic influence may be partially oversized by internal dynamics rather than broad recognition from the global community, and merits a review of its citation practices.
The institution maintains a Z-score of -0.244, which is lower than the national average of -0.165. This demonstrates a prudent profile, indicating that the university manages its publication processes with more rigor than the national standard. A low proportion of output in discontinued journals is a strong indicator of due diligence in selecting dissemination channels. This careful approach protects the institution from the severe reputational risks associated with 'predatory' or low-quality publishing and suggests that its researchers are well-informed in avoiding such outlets.
With a Z-score of -0.830, the institution shows a more controlled approach to authorship than the national average of -0.671. This prudent profile suggests that the university manages its processes with greater rigor than the national standard. Outside of 'Big Science' contexts, a low rate of hyper-authorship is a positive signal of good governance, as it indicates a lower risk of author list inflation, which can dilute individual accountability and transparency. This result points to a healthy culture of attributing credit, distinguishing legitimate collaboration from potentially 'honorary' or political authorship practices.
The institution's Z-score of -1.081 is exceptionally low, significantly better than the national average of -0.559. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with, and even surpasses, the national standard. A very low gap indicates that the university's scientific prestige is structural and endogenous, not dependent on external partners for impact. This is a key strength, reflecting a high degree of real internal capacity and intellectual leadership in its collaborations, which is fundamental for long-term research sustainability and autonomy.
The institution's Z-score of -0.379 is notably lower than the national average of 0.005, which sits at a medium risk level. This differential highlights a strong institutional resilience, where internal control mechanisms appear to successfully mitigate systemic risks present in the broader national environment. By maintaining a low rate of hyperprolific authors, the university effectively curbs potential imbalances between quantity and quality. This suggests a culture that discourages practices like coercive authorship or 'salami slicing,' prioritizing the integrity of the scientific record over the inflation of publication metrics.
With a Z-score of -0.268, the institution shows a near-total absence of this risk, performing better than the national average of -0.075. This low-profile consistency reflects a strong commitment to external validation and global visibility. By avoiding dependence on in-house journals, the university mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review. This practice strengthens the credibility of its research and prevents the use of internal channels as 'fast tracks' for publication without standard competitive validation.
The institution has a Z-score of -0.796, indicating a very low risk and a significantly better performance than the national average of -0.176. This result demonstrates a low-profile consistency, where the absence of risk signals aligns with a healthy national standard. A very low value in this indicator is a strong sign that the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, or 'salami slicing,' is not prevalent. This reflects a commitment to publishing work of substance and significance, thereby protecting the integrity of the scientific evidence base.
