| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.307 | -0.062 |
|
Retracted Output
|
0.314 | -0.050 |
|
Institutional Self-Citation
|
0.501 | 0.045 |
|
Discontinued Journals Output
|
0.082 | -0.024 |
|
Hyperauthored Output
|
-1.039 | -0.721 |
|
Leadership Impact Gap
|
-0.598 | -0.809 |
|
Hyperprolific Authors
|
1.070 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.319 | -0.515 |
Changchun University of Science and Technology presents a profile of controlled risk (Overall Score: 0.149), characterized by solid operational integrity in key areas but with notable vulnerabilities requiring strategic attention. The institution demonstrates strengths in managing hyper-authorship and avoiding academic endogamy through institutional journals, reflecting robust internal governance. However, a cluster of medium-risk indicators, including the rates of multiple affiliations, retracted output, institutional self-citation, and hyperprolific authors, consistently exceed national averages, signaling a higher exposure to practices that could compromise research quality and reputation. These integrity challenges contrast with the institution's strong thematic performance, as evidenced by its high national rankings in the SCImago Institutions Rankings, particularly in Veterinary (83rd), Environmental Science (112th), Social Sciences (169th), and Computer Science (191st). While the institution's specific mission was not provided, these risk signals pose a potential threat to universal academic values of excellence and social responsibility. A high rate of retractions or publication in discontinued journals directly contradicts the pursuit of excellence. To safeguard its academic standing and ensure its research contributions are both impactful and credible, it is recommended that the university undertakes a targeted review of its publication and authorship policies, aligning its demonstrated thematic strengths with the highest standards of scientific integrity.
The institution presents a Z-score of 0.307, while the national average is -0.062. This result indicates a moderate deviation from the national trend, suggesting the center is more sensitive to this risk factor than its peers. While multiple affiliations are often a legitimate result of collaboration, the institution's significantly higher rate compared to the low-risk national context could signal strategic attempts to inflate institutional credit or "affiliation shopping." This divergence warrants a review to ensure that affiliation practices are driven by genuine scientific partnership rather than metric optimization, thereby safeguarding the transparency of institutional contributions.
The institution's Z-score for retracted output is 0.314, in contrast to the national average of -0.050. This value points to a moderate deviation, where the institution shows a greater susceptibility to this risk than is typical for the country. A rate of retractions notably higher than the national standard suggests that internal quality control mechanisms prior to publication may be facing systemic challenges. This vulnerability in the institution's integrity culture could indicate recurring methodological issues or a lack of rigorous supervision, requiring immediate qualitative verification by management to prevent reputational damage and reinforce scientific rigor.
The institution registers a Z-score of 0.501, substantially higher than the national average of 0.045. Although this indicator reflects a systemic pattern at the national level, the institution shows a particularly high exposure to this risk. This elevated rate warns of potential scientific isolation or an academic 'echo chamber,' where the institution's work is validated without sufficient external scrutiny. The data suggests a heightened risk of endogamous impact inflation, where the institution's academic influence may be disproportionately shaped by internal dynamics rather than by broader recognition from the global scientific community, a tendency more pronounced here than in the rest of the country.
The institution has a Z-score of 0.082, which contrasts with the national average of -0.024. This moderate deviation highlights that the institution is more sensitive to the risk of publishing in low-quality venues than its national counterparts. A higher-than-average presence in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. It indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need to improve information literacy among its researchers.
The institution's Z-score is -1.039, a value lower than the national average of -0.721. This demonstrates a prudent profile, indicating that the institution manages its authorship processes with more rigor than the national standard. The data suggests that the university has effective governance mechanisms in place to ensure author lists are appropriate for the research context. This proactive management helps maintain individual accountability and transparency, successfully distinguishing between necessary massive collaboration and potentially problematic "honorary" authorship practices more effectively than its peers.
The institution shows a Z-score of -0.598, whereas the national average is -0.809. This slight divergence reveals that the institution exhibits early signals of a risk that is largely absent in the rest of the country. The value suggests a potential emerging dependency on external partners for generating impact, as the prestige of its collaborative work may be overshadowing the impact of research led internally. While the gap is not yet wide, it serves as a signal to monitor and foster the development of internal research leadership to ensure that the institution's scientific prestige is structural and sustainable, rather than primarily dependent on exogenous factors.
The institution's Z-score of 1.070 is significantly higher than the national average of 0.425. Even within a national context where this is a recognized issue, the institution demonstrates a high exposure, suggesting it is more prone to this risk than its environment. Such extreme individual publication volumes challenge the perceived limits of meaningful intellectual contribution and alert to potential imbalances between quantity and quality. This heightened indicator points to an amplified risk of coercive authorship, data fragmentation, or assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution has a Z-score of -0.268, while the country's average is -0.010. This very low score demonstrates low-profile consistency, where the complete absence of risk signals aligns with the secure national standard. This result indicates a strong commitment to seeking external validation for its research, effectively avoiding the conflicts of interest and academic endogamy associated with excessive reliance on in-house journals. By favoring independent peer review, the institution ensures its scientific production competes on a global stage, a practice that is in perfect harmony with the country's low-risk environment.
The institution records a Z-score of -0.319, compared to a national average of -0.515. This slight divergence indicates that the institution is beginning to show signals of a risk that is virtually non-existent in the rest of the country. The value, though low, points to a minor but observable tendency toward data fragmentation or "salami slicing" to artificially inflate productivity. This practice, which is not characteristic of the national scientific landscape, could distort the available evidence and warrants monitoring to ensure that research contributions remain significant and coherent.
