| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.080 | -0.062 |
|
Retracted Output
|
-0.738 | -0.050 |
|
Institutional Self-Citation
|
-1.437 | 0.045 |
|
Discontinued Journals Output
|
3.033 | -0.024 |
|
Hyperauthored Output
|
-1.346 | -0.721 |
|
Leadership Impact Gap
|
3.503 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.048 | -0.515 |
Yangzhou Polytechnic Institute demonstrates a notably polarized scientific integrity profile, characterized by strong internal governance alongside critical vulnerabilities in its external engagement strategy. With an overall score of 0.459, the institution exhibits exceptional performance in areas such as its very low rates of retracted output, institutional self-citation, hyper-prolific authorship, and hyper-authored output, often outperforming national averages and indicating robust internal quality controls. However, this is contrasted by two significant risk factors: a high rate of publication in discontinued journals and a substantial gap between its overall research impact and the impact of work where it holds intellectual leadership. These weaknesses suggest that while internal processes are sound, the strategy for external dissemination and collaboration requires urgent reassessment. According to SCImago Institutions Rankings data, the Institute's key research areas include Mathematics, Computer Science, and Engineering. While a specific mission statement was not available for analysis, these identified risks directly challenge any institutional goal centered on achieving academic excellence and sustainable global influence. Publishing in low-quality venues and relying on external partners for impact fundamentally undermine the development of a sovereign and reputable research identity. The Institute is therefore encouraged to leverage its clear strengths in internal process management to build a more discerning and strategic approach to publication and collaboration, thereby converting its potential into recognized intellectual leadership.
The institution's Z-score of 2.080 for this indicator marks a moderate deviation from the national average of -0.062. This suggests that the Institute shows a greater sensitivity to risk factors associated with multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate warrants a closer review of affiliation practices. It is important to ensure that these patterns reflect genuine, substantive collaborations rather than strategic attempts to inflate institutional credit or "affiliation shopping," a dynamic that appears more pronounced here than in the rest of the country.
With a Z-score of -0.738, the institution demonstrates a very low rate of retracted publications, a positive signal that is consistent with the country's low-risk profile (Z-score: -0.050). This absence of risk signals aligns with the national standard, indicating that the Institute’s quality control and supervision mechanisms prior to publication are functioning effectively. This result suggests a healthy culture of integrity and methodological rigor, where the need for post-publication corrections, which can sometimes point to systemic failures, is minimal.
The institution shows a Z-score of -1.437, which is exceptionally low compared to the national Z-score of 0.045. This result indicates a form of preventive isolation, where the Institute successfully avoids the risk dynamics of self-validation observed more broadly in its environment. A certain level of self-citation is natural, but the institution’s very low rate demonstrates that it is not operating within a scientific 'echo chamber.' Instead, its academic influence is validated through external scrutiny and recognition by the global community, mitigating any risk of endogamous impact inflation.
The institution's Z-score of 3.033 represents a severe discrepancy when compared to the national average of -0.024. This atypical risk activity requires a deep integrity assessment. A high proportion of publications in discontinued journals is a critical alert regarding the due diligence applied in selecting dissemination channels. This result indicates that a significant portion of the Institute's scientific production is being channeled through media that fail to meet international ethical or quality standards, exposing it to severe reputational risks and signaling an urgent need for improved information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.346 is very low and aligns well with the country's low-risk Z-score of -0.721. This low-profile consistency suggests that the Institute's authorship practices are transparent and well-governed. The absence of risk signals in this area indicates that, unlike institutions where high scores might point to author list inflation or 'honorary' authorships, this center maintains clear standards that reinforce individual accountability and the legitimacy of contributions, which is in line with the national standard.
A Z-score of 3.503 for the institution marks a critical anomaly, as it is an absolute outlier in a national environment with a very low-risk Z-score of -0.809. An urgent process audit is recommended. This extremely wide positive gap—where global impact is high but the impact of research led by the institution is low—signals a significant sustainability risk. It strongly suggests that the Institute's scientific prestige is dependent and exogenous, not structural. This finding invites critical reflection on whether its excellence metrics result from real internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
With a Z-score of -1.413, the institution effectively isolates itself from the national trend, where the Z-score is 0.425. This demonstrates that the Institute does not replicate the risk dynamics related to hyperprolificity observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This very low indicator is a positive sign of a research culture that likely prioritizes quality over quantity, mitigating risks such as coercive authorship or the assignment of authorship without real participation.
The institution's Z-score of -0.268 is very low, consistent with the low-risk national context (Z-score: -0.010). This absence of risk signals aligns with the national standard and indicates a healthy publication strategy. By not relying excessively on its own journals, the Institute avoids potential conflicts of interest and the risk of academic endogamy, where production might bypass independent external peer review. This commitment to external validation enhances the global visibility of its research and reinforces its credibility.
The institution's Z-score of -0.048, while in the low-risk category, represents a slight divergence from the national Z-score of -0.515, which is very low. This indicates that the center shows faint signals of risk activity that do not appear in the rest of the country. While the current level is not alarming, it serves as an early warning. This slight tendency towards bibliographic overlap could indicate an incipient practice of dividing studies into 'minimal publishable units' to inflate productivity, a behavior that warrants monitoring to ensure that the focus remains on generating significant new knowledge rather than publication volume.
