| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
3.000 | -0.062 |
|
Retracted Output
|
-0.681 | -0.050 |
|
Institutional Self-Citation
|
-1.460 | 0.045 |
|
Discontinued Journals Output
|
0.071 | -0.024 |
|
Hyperauthored Output
|
-1.258 | -0.721 |
|
Leadership Impact Gap
|
0.628 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
The Shanxi Institute of Energy presents a profile of strong foundational integrity marked by specific, high-impact vulnerabilities that require strategic attention. With an overall integrity score of -0.222, the institution demonstrates exceptional performance in preventing retractions, institutional self-citation, hyper-prolific authorship, and redundant publications, often outperforming a national context that shows moderate risks in these areas. This robust internal culture is a significant asset. However, this is contrasted by a critical anomaly in the Rate of Multiple Affiliations and notable alerts concerning publication in discontinued journals and a dependency on external collaborations for research impact. According to SCImago Institutions Rankings data, the institution's primary thematic strengths lie in Energy, Earth and Planetary Sciences, and Environmental Science. While a specific mission statement was not available for analysis, the identified risks—particularly those suggesting a focus on metric optimization over building sustainable internal leadership—could challenge any mission predicated on achieving genuine scientific excellence and long-term social responsibility. By addressing these targeted vulnerabilities, the Institute can fully leverage its solid integrity base to align its operational practices with its clear thematic expertise, ensuring its reputation for excellence is both authentic and sustainable.
The institution exhibits a Z-score of 3.000, a figure that represents a severe discrepancy when compared to the low-risk national average of -0.062. This risk activity is highly atypical for the Chinese context and requires a deep integrity assessment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate signals a potential systemic issue. The data strongly suggests that the institution may be engaging in strategic attempts to inflate institutional credit or that its researchers are involved in “affiliation shopping” on a scale that deviates significantly from national norms, warranting an immediate review of its affiliation policies and practices.
With a Z-score of -0.681, the institution demonstrates an exceptionally low rate of retracted publications, which aligns consistently with, and even improves upon, the low-risk national standard (-0.050). This low-profile consistency indicates that the institution's quality control and supervision mechanisms are functioning effectively. Retractions can be complex events, but such a minimal rate suggests the absence of systemic failures in methodological rigor or recurring malpractice, reflecting a healthy and responsible culture of scientific integrity that successfully prevents errors before publication.
The institution's Z-score of -1.460 is exceptionally low, indicating a state of preventive isolation from the risk dynamics observed at the national level, where the country's score of 0.045 suggests a medium-level risk. A certain degree of self-citation is natural, but the national trend points towards a potential for 'echo chambers'. In contrast, the institution's very low rate demonstrates that its research impact is validated by the broader scientific community, not by internal dynamics. This signals a strong outward-looking research culture that avoids endogamous impact inflation and relies on external scrutiny for validation.
The institution's Z-score of 0.071 reflects a medium risk level, a moderate deviation that indicates a greater sensitivity to this risk factor compared to its national peers, who average a low-risk score of -0.024. This constitutes a critical alert regarding due diligence in selecting dissemination channels. The score suggests that a portion of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to reputational risks and points to an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The institution shows a very low Z-score of -1.258 in hyper-authored output, a result that demonstrates strong alignment with the low-risk national environment (-0.721). This low-profile consistency, which is even more pronounced than the national standard, indicates that the institution's authorship practices are transparent and accountable. The data confirms an absence of author list inflation or 'honorary' authorship, ensuring that credit is assigned appropriately and that individual contributions remain clear, thereby reinforcing the integrity of its collaborative research.
With a Z-score of 0.628, the institution presents a medium-level risk, which constitutes a monitoring alert as it is an unusual level for the national standard, where the country score is a very low -0.809. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige is significantly dependent on external partners rather than its own structural capacity. The data invites reflection on whether its high-impact metrics result from genuine internal capabilities or from strategic positioning in collaborations where the institution does not exercise intellectual leadership, a dynamic that could compromise its long-term scientific autonomy.
The institution's Z-score of -1.413 is extremely low, positioning it in preventive isolation from a vulnerability that is present in its national environment, as indicated by the country's medium-risk score of 0.425. While high productivity can be positive, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The institution's very low score is a strong positive signal, indicating a culture that prioritizes quality over quantity and shows no evidence of coercive authorship, 'salami slicing,' or other practices that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is very low, showing low-profile consistency with the country's low-risk average of -0.010. This indicates that the institution is not reliant on its own journals for publication, thereby avoiding potential conflicts of interest where it would act as both judge and party. This practice ensures its research undergoes independent external peer review, which is crucial for objective validation. By bypassing the risk of academic endogamy, the institution enhances the global visibility and credibility of its scientific production.
With a Z-score of -1.186, the institution demonstrates total operational silence on this indicator, performing significantly better than the already very low-risk national average of -0.515. This absence of risk signals, even below the national baseline, is a clear indicator of robust research practices. It shows that the institution's authors are not engaging in data fragmentation or 'salami slicing' to artificially inflate productivity. This commitment to publishing coherent, significant studies upholds the integrity of the scientific evidence base and respects the resources of the peer-review system.
