| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.640 | 1.166 |
|
Retracted Output
|
1.094 | 0.051 |
|
Institutional Self-Citation
|
-0.659 | -0.204 |
|
Discontinued Journals Output
|
-0.231 | -0.165 |
|
Hyperauthored Output
|
-0.674 | -0.671 |
|
Leadership Impact Gap
|
-0.221 | -0.559 |
|
Hyperprolific Authors
|
-1.020 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-0.423 | -0.176 |
Taipei Medical University (TMU) presents a strong integrity profile, reflected in an overall score of 0.218, characterized by exceptional controls in several key areas but marked by specific, high-priority vulnerabilities. The institution's primary strengths lie in its robust governance over hyperprolific authorship, minimal use of institutional journals, and prudent management of self-citation and redundant publications. However, this solid foundation is contrasted by significant alerts in the Rate of Retracted Output and a high exposure in the Rate of Multiple Affiliations. According to SCImago Institutions Rankings data, TMU's outstanding reputation is anchored in its leadership in critical medical and life science fields, with top-tier national rankings in Dentistry (2nd), Biochemistry, Genetics and Molecular Biology (5th), Medicine (6th), and Pharmacology, Toxicology and Pharmaceutics (6th). These thematic achievements directly support its mission to be a "world-class university" serving society. Yet, the elevated rate of retractions poses a direct threat to this mission, as scientific integrity is the bedrock of societal trust and contribution. To fully align its operational excellence with its academic prestige, TMU is advised to implement targeted reviews and strengthen oversight mechanisms focused on publication quality control and affiliation policies, thereby safeguarding its role as a responsible and leading global institution.
The institution's Z-score of 1.640 is notably higher than the national average of 1.166, indicating a greater exposure to the risks associated with this practice. This suggests that the university is more prone than its national peers to engage in patterns that could be interpreted as strategic attempts to inflate institutional credit. While multiple affiliations are often a legitimate result of collaboration, the higher rate at Taipei Medical University warrants a review to ensure that all affiliations are substantive and to mitigate the risk of "affiliation shopping," thereby reinforcing the transparency of its collaborative footprint.
With a Z-score of 1.094, the institution significantly amplifies a vulnerability that is far less pronounced at the national level, where the average is 0.051. This severe discrepancy suggests that the university's quality control mechanisms prior to publication may be failing more systemically than those of its peers. A rate this far above the national average moves beyond the scope of isolated, honest corrections and alerts to a potential weakness in the institutional integrity culture. This finding indicates a risk of recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation and ensure the reliability of its research output.
The institution demonstrates a prudent profile in this area, with a Z-score of -0.659 that is well below the national average of -0.204. This indicates that the university manages its citation practices with more rigor than the national standard. This low rate of self-citation signals a healthy integration with the global scientific community, effectively avoiding the creation of 'echo chambers' where work is validated without sufficient external scrutiny. It confirms that the institution's academic influence is built on broad external recognition rather than being inflated by internal citation dynamics.
Taipei Medical University shows a prudent approach to selecting publication venues, with a Z-score of -0.231, which is lower than the national average of -0.165. This demonstrates that the institution manages its processes with more diligence than the national standard, effectively steering its researchers away from channels that do not meet international ethical or quality standards. This careful management constitutes a strong defense against reputational risks and ensures that research efforts are not wasted on 'predatory' or low-quality practices.
The institution's authorship patterns are consistent with the national context, showing a Z-score of -0.674, which is statistically identical to the country's average of -0.671. This alignment indicates a level of risk that is normal and expected for its environment and size. The data does not suggest any unusual activity related to author list inflation, confirming that the university's collaborative practices in this regard are standard and do not pose a specific integrity concern.
The university's Z-score of -0.221, while in a low-risk range, is higher than the national average of -0.559, signaling an incipient vulnerability. This suggests that the institution may be slightly more dependent on external partners for its overall impact compared to its national peers. Although not currently a significant issue, this gap warrants a strategic review to ensure that its scientific prestige is structurally sound and not overly reliant on collaborations where it does not exercise primary intellectual leadership. Strengthening internal research capacity will be key to ensuring the long-term sustainability of its impact.
The institution demonstrates a clear preventive isolation from national risk trends, with a Z-score of -1.020 in stark contrast to the country's medium-risk average of 0.005. This exceptional result indicates that the university does not replicate the risk dynamics observed elsewhere in its environment. The data points to robust internal governance that effectively prevents imbalances between quantity and quality, successfully mitigating risks such as coercive authorship or productivity inflation and prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution shows a complete absence of risk signals in this area, a low-profile consistency that aligns with the secure national standard (Z-score of -0.075). This confirms that the university does not depend on its own journals for publication, thereby avoiding potential conflicts of interest and academic endogamy. This practice ensures that its scientific production is validated through independent external peer review, enhancing its global visibility and credibility.
The university maintains a prudent profile regarding publication originality, with a Z-score of -0.423 that is significantly lower than the national average of -0.176. This indicates that the institution manages its processes with more rigor than its peers, fostering a culture that discourages data fragmentation or 'salami slicing.' By prioritizing the publication of significant new knowledge over the artificial inflation of output volume, the university upholds the integrity of the scientific evidence base.
