| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.171 | 1.166 |
|
Retracted Output
|
-0.456 | 0.051 |
|
Institutional Self-Citation
|
-0.574 | -0.204 |
|
Discontinued Journals Output
|
-0.028 | -0.165 |
|
Hyperauthored Output
|
-1.209 | -0.671 |
|
Leadership Impact Gap
|
-0.852 | -0.559 |
|
Hyperprolific Authors
|
-1.413 | 0.005 |
|
Institutional Journal Output
|
-0.268 | -0.075 |
|
Redundant Output
|
0.841 | -0.176 |
Ming Hsin University of Science and Technology demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.417. The institution exhibits exceptional strengths in maintaining very low-risk levels for Retracted Output, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals, often performing significantly better than the national average and showcasing effective internal governance. This strong foundation is, however, contrasted by a notable vulnerability in the Rate of Redundant Output (Salami Slicing), which presents a medium-level risk and deviates from the national norm. While SCImago Institutions Rankings thematic data was not available for this analysis, the university's solid integrity framework provides a reliable basis for achieving excellence across all its fields of knowledge. This profile largely aligns with its mission of "balanced development" and "holistic education." However, the identified risk of research fragmentation directly challenges the "holistic" ideal by prioritizing publication volume over comprehensive scientific contribution. It is recommended that the institution leverage this report as a strategic tool to address this specific vulnerability, thereby ensuring its research practices fully embody its core educational philosophy and commitment to responsible science.
The institution presents a Z-score of -0.171, contrasting with the national average of 1.166. This result indicates a high degree of institutional resilience, as its control mechanisms appear to successfully mitigate the systemic risks observed at the national level. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, disproportionately high rates—as suggested by the country's medium-risk profile—can signal strategic attempts to inflate institutional credit. The university’s low-risk score suggests it effectively manages this dynamic, maintaining clear and appropriate affiliation practices that stand out against a more vulnerable national backdrop.
With a Z-score of -0.456, the institution operates in a state of preventive isolation from the national trend, which shows a medium-risk score of 0.051. This significant difference highlights the effectiveness of the university's internal quality controls. Retractions are complex events, and a rate notably higher than the global average can alert to systemic failures in supervision or methodological rigor. The institution’s very low score strongly suggests that its pre-publication review and integrity culture are robust, successfully preventing the kinds of recurring issues that appear to be more prevalent across the country.
The institution's Z-score of -0.574 is notably lower than the national average of -0.204, even though both fall within a low-risk category. This demonstrates a prudent profile, where the university manages its processes with more rigor than the national standard. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution’s more conservative score indicates a stronger reliance on external validation and a reduced risk of creating scientific 'echo chambers.' This suggests that the university's academic influence is healthily grounded in global community recognition rather than being inflated by internal dynamics.
The institution's Z-score of -0.028, while in the low-risk category, is slightly higher than the national average of -0.165. This subtle difference points to an incipient vulnerability, suggesting the center shows minor signals that warrant review before they escalate. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels, exposing an institution to reputational risks from 'predatory' or low-quality practices. Although the current risk is low, this slight elevation compared to the national context suggests a need to reinforce information literacy and selection criteria for publication venues among its researchers.
The institution shows a Z-score of -1.209, a very low-risk value that is significantly below the national average of -0.671. This demonstrates low-profile consistency, where the complete absence of risk signals aligns with and improves upon the low-risk national standard. Outside of 'Big Science' contexts where extensive author lists are normal, high rates can indicate author list inflation and dilute individual accountability. The university's exceptionally low score is a positive indicator of a research culture that values transparency and avoids 'honorary' or political authorship practices, ensuring clear accountability in its collaborative work.
With a Z-score of -0.852, the institution exhibits a very low-risk profile, far below the national average of -0.559. This result signifies a strong alignment between the impact of its overall output and the research it leads directly. A wide positive gap can signal a sustainability risk, where prestige is dependent on external partners rather than internal capacity. The university’s very low score, however, points to a high degree of scientific self-sufficiency. It suggests that its excellence metrics are the result of genuine internal capabilities and intellectual leadership, not merely strategic positioning in collaborations led by others.
The institution's Z-score of -1.413 represents a state of preventive isolation from the national context, which registers a medium-risk score of 0.005. This stark contrast indicates that the university does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The institution's virtual absence of this phenomenon is a strong signal of a healthy research environment that prioritizes the integrity of the scientific record over the inflation of productivity metrics, avoiding risks such as coercive or unmerited authorship.
Displaying a Z-score of -0.268, the institution maintains a very low-risk profile that is considerably better than the national average of -0.075. This finding demonstrates a consistent commitment to external validation that exceeds the national standard. While in-house journals can be valuable, excessive dependence on them raises conflict-of-interest concerns and risks academic endogamy by bypassing independent peer review. The university's minimal reliance on its own journals indicates a strong preference for global dissemination channels, ensuring its scientific production is validated competitively and enhancing its international visibility.
The institution's Z-score for this indicator is 0.841, a medium-risk value that represents a moderate deviation from the national average of -0.176. This suggests the university shows a greater sensitivity to this particular risk factor than its national peers. Massive bibliographic overlap between publications can indicate 'salami slicing,' the practice of dividing a coherent study into minimal units to artificially inflate productivity. This high exposure alerts to a potential trend that could distort the scientific evidence and overburden the review system. It is advisable to review institutional incentives and publication guidelines to ensure they prioritize the generation of significant new knowledge over sheer volume.
