| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.185 | -0.062 |
|
Retracted Output
|
-0.503 | -0.050 |
|
Institutional Self-Citation
|
-0.723 | 0.045 |
|
Discontinued Journals Output
|
0.194 | -0.024 |
|
Hyperauthored Output
|
-1.084 | -0.721 |
|
Leadership Impact Gap
|
-1.581 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.096 | -0.515 |
Hebei GEO University demonstrates a robust scientific integrity profile, marked by an overall low-risk score of -0.436 and exceptional performance in critical areas such as the prevention of retractions, hyperprolific authorship, and dependency on external collaborations for impact. This strong foundation of ethical research practices is, however, contrasted by two areas requiring strategic attention: a moderate deviation from national norms in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals. The institution's academic strengths, as reflected in the SCImago Institutions Rankings, are most prominent in Economics, Econometrics and Finance; Social Sciences; and Earth and Planetary Sciences. These results largely align with the university's mission to provide "talents and technology support to the sustainable development of resources and environment" through "truth-seeking and innovation." The identified risks, particularly publishing in low-quality journals, could undermine this mission by compromising the perceived value and truthfulness of its research. To fully realize its vision, the university is encouraged to implement targeted policies that address these specific vulnerabilities, thereby reinforcing its commitment to excellence and solidifying its reputation as a leader in responsible scientific advancement.
The institution presents a Z-score of 0.185, which contrasts with the national average of -0.062. This moderate deviation 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, the higher rate observed here warrants a review of affiliation patterns. It is crucial to ensure that these practices reflect genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping," a dynamic that appears more pronounced at the institution compared to the national standard.
With a Z-score of -0.503, significantly lower than the country's already low-risk score of -0.050, the institution demonstrates an exemplary record in this area. This low-profile consistency, where the absence of risk signals aligns with the national standard, points toward highly effective quality control and supervision mechanisms prior to publication. This result suggests that the institution's integrity culture is robust, systemically preventing the types of methodological failure or malpractice that can lead to retractions and safeguarding its scientific reputation.
The institution's Z-score of -0.723 is notably healthier than the national average of 0.045, which falls into a medium-risk category. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk present in the wider country. A certain level of self-citation is natural, but the university effectively avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' By maintaining a low self-citation rate, the institution ensures its academic influence is validated by the global community rather than being inflated by endogamous internal dynamics.
The institution's Z-score of 0.194 marks a moderate deviation from the national average of -0.024, indicating a greater propensity to publish in questionable venues compared to its peers. This is a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of output in such journals suggests that a significant portion of scientific production is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and signals an urgent need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality platforms.
The institution exhibits a prudent profile with a Z-score of -1.084, which is even lower than the national average of -0.721. This indicates that the university manages its authorship processes with more rigor than the national standard. This strong performance suggests a clear understanding of disciplinary norms and a commitment to preventing author list inflation. By maintaining such a low rate, the institution promotes individual accountability and transparency, effectively distinguishing legitimate large-scale collaborations from questionable 'honorary' authorship practices.
The institution's Z-score of -1.581 represents a state of total operational silence on this risk indicator, performing even better than the country's already low-risk average of -0.809. This exceptionally low score is a strong positive signal of scientific autonomy and sustainability. It indicates that the institution's scientific prestige is structural and built upon genuine internal capacity, as the impact of research it leads is robust and not dependent on the leadership of external partners. This reflects a mature research ecosystem where excellence is generated from within.
With a Z-score of -1.413, the institution shows a complete absence of risk in an area where the national environment presents a medium-level concern (Z-score of 0.425). This demonstrates a clear preventive isolation, where the university does not replicate the risk dynamics observed nationally. By avoiding extreme individual publication volumes, the institution effectively mitigates the risks of imbalances between quantity and quality, such as coercive authorship or 'salami slicing.' This focus ensures that authorship is tied to meaningful intellectual contribution, safeguarding the integrity of the scientific record.
The institution's Z-score of -0.268 is well within the very low-risk range, consistent with the national average of -0.010. This low-profile consistency signals a healthy publication strategy that avoids potential conflicts of interest. By not depending on its own journals for dissemination, the university ensures its scientific production undergoes independent external peer review. This practice prevents academic endogamy, enhances the global visibility and competitive validation of its research, and avoids the use of internal channels as 'fast tracks' to inflate productivity without proper scrutiny.
The institution's Z-score of -0.096, while in the low-risk category, represents a slight divergence from the national context, where this risk is virtually non-existent (Z-score of -0.515). This suggests the emergence of incipient signals of risk activity that do not appear in the rest of the country. While the overall level is not alarming, it warrants monitoring to prevent the practice of 'salami slicing'—dividing a single study into minimal publishable units to artificially inflate productivity—from becoming established. Proactive oversight can ensure that research contributions remain significant and do not overburden the review system with fragmented data.
