| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.220 | 1.166 |
|
Retracted Output
|
0.371 | 0.051 |
|
Institutional Self-Citation
|
-0.044 | -0.204 |
|
Discontinued Journals Output
|
0.005 | -0.165 |
|
Hyperauthored Output
|
-1.218 | -0.671 |
|
Leadership Impact Gap
|
0.179 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
-1.186 | -0.176 |
Central Taiwan University of Science and Technology presents a balanced integrity profile, with an overall risk score of -0.047 that indicates performance aligned with the global average. The institution demonstrates exceptional control in several key areas, showing very low risk in Hyper-Authored Output, Hyperprolific Authors, Output in Institutional Journals, and Redundant Output, which points to a robust culture of responsible authorship. However, strategic attention is required for indicators at a medium risk level, including the Rate of Multiple Affiliations, Rate of Retracted Output, Rate of Output in Discontinued Journals, and the gap between overall impact and the impact of institution-led research. According to SCImago Institutions Rankings data, the university has an established presence in key scientific fields, including Medicine and Biochemistry, Genetics and Molecular Biology. Although a specific mission statement was not available, the identified risks—particularly concerning publication quality and retractions—could challenge any institutional commitment to academic excellence and social responsibility. The institution is well-positioned to leverage its strengths in authorship practices to address its vulnerabilities, and a focused effort on enhancing due diligence in publication venue selection and strengthening quality control will be crucial for consolidating its scientific reputation.
The institution's Z-score of 1.220 is slightly above the national average for Taiwan (1.166), indicating a higher exposure to the risks associated with this practice. This suggests that the institution is more susceptible than its national peers to dynamics that can lead to an over-representation of multiple affiliations. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping”. This elevated signal warrants a review to ensure all affiliations are transparent and reflect genuine intellectual contributions.
With a Z-score of 0.371, the institution shows a significantly higher rate of retracted publications compared to the national benchmark (0.051). This suggests a greater propensity for post-publication corrections within the institution compared to the rest of the country. A rate significantly higher than the average alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be failing more frequently than in peer institutions, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management.
The institution's Z-score for self-citation (-0.044) is within the low-risk band but is higher than the national average (-0.204). This points to an incipient vulnerability, suggesting that while the practice is not currently excessive, the institution's research is slightly more self-referential than is typical in Taiwan. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this upward trend warrants monitoring to prevent the development of 'echo chambers' where work is validated without sufficient external scrutiny, which could lead to an endogamous inflation of impact.
The institution presents a moderate risk level with a Z-score of 0.005, a notable deviation from the low-risk national profile (-0.165). This indicates a greater institutional sensitivity to publishing in questionable venues compared to its national counterparts. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. The Z-score suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for information literacy to avoid 'predatory' or low-quality practices.
The institution demonstrates an exemplary profile in this area, with a very low-risk Z-score of -1.218, which is significantly better than the already low-risk national average (-0.671). This result shows a consistent and responsible approach to authorship, aligning with and even exceeding the national standard for integrity. The absence of signals related to author list inflation indicates that authorship practices are transparent and individual accountability is maintained, effectively distinguishing legitimate collaboration from questionable 'honorary' or political authorship practices.
The institution's Z-score of 0.179 indicates a medium-risk gap between its overall publication impact and the impact of research where it holds a leadership role. This moderately deviates from the national trend (-0.559), suggesting the institution is more reliant on external partners for impact than its peers. This signals a potential sustainability risk, as it suggests that a significant portion of its scientific prestige may be dependent and exogenous, not structural. The data invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of -1.413, the institution shows a very low risk of hyperprolific authorship, effectively isolating itself from the medium-risk dynamics observed at the national level (0.005). This preventive stance is a significant strength, indicating that the institution fosters a research environment that prioritizes quality over sheer quantity. The data suggests an absence of practices like coercive authorship or 'salami slicing' often associated with extreme publication volumes, reinforcing a culture where the integrity of the scientific record is valued over inflated productivity metrics.
The institution's Z-score of -0.268 places it in the very low-risk category, performing better than the low-risk national average (-0.075). This demonstrates a consistent commitment to external validation and global visibility, in line with national integrity standards. The minimal reliance on in-house journals suggests that the institution's scientific production consistently undergoes independent external peer review, mitigating the risks of academic endogamy and conflicts of interest where an institution might act as both judge and party.
The institution exhibits a very low-risk Z-score of -1.186, indicating robust control over publication redundancy and performing significantly better than the national average (-0.176). This strong result reflects a consistent alignment with best practices, suggesting a research culture that values substantive contributions over artificial productivity inflation. The absence of signals for 'salami slicing'—the practice of fragmenting a study into minimal publishable units—shows a commitment to presenting coherent, significant new knowledge rather than distorting scientific evidence to increase publication counts.
