| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.436 | -0.062 |
|
Retracted Output
|
0.277 | -0.050 |
|
Institutional Self-Citation
|
0.002 | 0.045 |
|
Discontinued Journals Output
|
-0.014 | -0.024 |
|
Hyperauthored Output
|
-1.238 | -0.721 |
|
Leadership Impact Gap
|
-1.027 | -0.809 |
|
Hyperprolific Authors
|
-0.834 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.182 | -0.515 |
Zhejiang University of Science and Technology presents a balanced scientific integrity profile, with an Overall Score of -0.109 indicating performance near the global baseline. The institution demonstrates significant strengths in maintaining structural academic independence, with very low risk in the gap between its total impact and the impact of its self-led research, as well as minimal rates of hyper-authorship and publication in institutional journals. These positive signals are contrasted by areas requiring strategic attention, specifically medium-risk levels in the rates of multiple affiliations, retracted publications, and institutional self-citation. These vulnerabilities suggest a need to reinforce quality control and affiliation transparency policies. The institution's robust research capacity is evident in its SCImago Institutions Rankings, where it holds strong positions in key areas such as Medicine, Computer Science, and Biochemistry, Genetics and Molecular Biology. While the institution's specific mission was not available for this analysis, the identified risks, particularly concerning retractions and self-citation, could challenge the universal academic values of excellence and social responsibility. By addressing these specific vulnerabilities, the university can better protect its reputational integrity and leverage its clear thematic strengths to achieve greater global impact and leadership.
The institution presents a Z-score of 0.436, a medium-risk signal that moderately deviates from the national average of -0.062, which is in the low-risk range. This indicates that the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened rate suggests a need to review affiliation practices. The data points to a potential strategic use of affiliations to inflate institutional credit, a dynamic that warrants closer examination to ensure all declared affiliations correspond to substantive collaborative work and to maintain transparency in academic contributions.
With a Z-score of 0.277, the institution's rate of retracted publications falls into the medium-risk category, showing a moderate deviation from the low-risk national average of -0.050. This discrepancy suggests that the university is more exposed to this issue than its peers across the country. A rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. It may indicate that pre-publication quality control mechanisms are failing systemically, allowing for recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard scientific credibility.
The institution's Z-score for self-citation is 0.002, a value that, while numerically low, places it in the medium-risk category, similar to the national average of 0.045. This alignment suggests the university's behavior reflects a systemic pattern common at the national level. A certain degree of self-citation is natural, but a medium-risk level warns of potential scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This shared national practice carries the risk of endogamous impact inflation, where academic influence may be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution shows a Z-score of -0.014 in this indicator, a low-risk value that is slightly higher than the national average of -0.024. Although the overall risk is low, this score signals an incipient vulnerability, as the university shows slightly more activity in this area than its national context. This suggests a need for proactive review before the issue escalates. A persistent, even if small, presence in discontinued journals can indicate gaps in due diligence when selecting dissemination channels, exposing the institution to reputational risks and suggesting a need for enhanced information literacy to avoid channeling resources toward low-quality or predatory publishing practices.
With a Z-score of -1.238, the institution demonstrates a very low risk of hyper-authored publications, performing significantly better than the low-risk national average of -0.721. This result reflects a low-profile consistency, where the absence of risk signals aligns with and even exceeds the national standard. This strong performance indicates that the institution effectively avoids the pitfalls of author list inflation, thereby preserving individual accountability and transparency. It suggests a culture where authorship is tied to substantive contribution rather than honorary or political considerations, reinforcing the integrity of its collaborative research.
The institution exhibits a Z-score of -1.027, indicating a very low-risk gap and signaling exceptional performance. This value is even stronger than the national average of -0.809, which is also in the very low-risk category. This result represents a state of total operational silence, with an absence of risk signals that is even below the national benchmark. It strongly suggests that the institution's scientific prestige is structural and derived from genuine internal capacity, not dependent on external partners. This demonstrates robust intellectual leadership, where excellence metrics are a direct result of the high-quality research led by its own academics.
The institution's Z-score of -0.834 places it in the low-risk category for hyperprolific authors, a notable contrast to the national average of 0.425, which falls into the medium-risk range. This difference highlights the institution's resilience, suggesting that its internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. By maintaining a low rate of extreme individual publication volumes, the university fosters a healthy balance between quantity and quality. This helps prevent potential issues such as coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.268, the institution has a very low rate of publication in its own journals, outperforming the national average of -0.010, which is in the low-risk tier. This demonstrates a low-profile consistency, where the institution's practices align with the highest standards of integrity, showing almost no signals of this particular risk. This commitment to publishing in external venues indicates a preference for independent, global peer review over internal channels. By doing so, the university avoids potential conflicts of interest and academic endogamy, ensuring its research is validated competitively and achieves broader international visibility.
The institution registers a Z-score of -0.182 for redundant output, a low-risk signal. However, this represents a slight divergence from the national context, where the average score of -0.515 indicates a near-total absence of this risk. This finding suggests the center shows signals of risk activity that do not typically appear in the rest of the country. While the level is not alarming, it points to a potential tendency toward 'salami slicing'—the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity. This warrants monitoring to ensure that research contributions remain significant and do not overburden the review system with fragmented data.
