| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.026 | -0.062 |
|
Retracted Output
|
-0.456 | -0.050 |
|
Institutional Self-Citation
|
-0.836 | 0.045 |
|
Discontinued Journals Output
|
-0.057 | -0.024 |
|
Hyperauthored Output
|
-1.156 | -0.721 |
|
Leadership Impact Gap
|
-0.532 | -0.809 |
|
Hyperprolific Authors
|
-0.463 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.587 | -0.515 |
Hebei University of Science and Technology presents a robust scientific integrity profile, with an overall risk score of -0.374 that indicates a performance significantly superior to the global average. This solid foundation of responsible research practices provides strong support for its notable thematic strengths, particularly in areas where it holds a competitive national position according to SCImago Institutions Rankings data, including Biochemistry, Genetics and Molecular Biology; Medicine; Agricultural and Biological Sciences; and Energy. Although the institution's specific mission was not available for this analysis, its demonstrated low-risk profile across the vast majority of indicators aligns perfectly with the universal academic principles of excellence, transparency, and social responsibility. The primary areas of strength are a near-total absence of signals related to retracted output, institutional self-citation, and redundant publications. The only notable vulnerability is a moderate deviation in the rate of multiple affiliations, which contrasts with the national trend and warrants strategic attention. The university is encouraged to leverage its outstanding integrity culture as a strategic asset while addressing this specific point of friction to achieve comprehensive alignment with the highest standards of scientific conduct.
The institution exhibits a Z-score of 0.026 in this indicator, which contrasts with the national average of -0.062. This moderate deviation suggests the center is more sensitive than its national peers to practices leading to multiple institutional credits per publication. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this divergence from the national low-risk standard warrants a review. It is crucial to ascertain whether this trend reflects a burgeoning collaborative network or signals strategic attempts to inflate institutional credit through practices like “affiliation shopping,” which could compromise transparency.
With a Z-score of -0.456, the institution demonstrates an exceptionally strong performance, far exceeding the country's already low-risk average of -0.050. This result indicates a state of low-profile consistency, where the near-total absence of risk signals points to highly effective internal quality controls. A high rate of retractions can suggest systemic failures in pre-publication supervision; conversely, this institution's excellent score signifies a mature and reliable integrity culture. The data suggests that methodological rigor and responsible oversight are well-established, preventing the types of errors or malpractice that typically lead to retractions.
The institution's Z-score of -0.836 is exceptionally low, positioning it in a state of preventive isolation from the national trend, where the country's average sits at a moderate-risk 0.045. This outstanding result indicates that the university successfully avoids the risk dynamics prevalent in its environment. A high rate of self-citation can signal scientific isolation or 'echo chambers' that inflate impact through endogamous validation. In contrast, this institution's performance strongly suggests its academic influence is built on broad recognition from the global scientific community, reflecting a healthy, externally-focused research ecosystem free from the risk of insularity.
The institution's Z-score of -0.057 is statistically normal and aligns closely with the national average of -0.024. This indicates that the risk level is as expected for its context, with no significant deviation from peer behavior. A high proportion of publications in discontinued journals can be a critical alert for a lack of due diligence in selecting dissemination channels. However, the institution's low score demonstrates that its researchers are effectively navigating the publishing landscape, largely avoiding predatory or low-quality venues and thereby protecting the university's resources and reputation.
Displaying a Z-score of -1.156, the institution demonstrates an exemplary profile, significantly stronger than the country's low-risk average of -0.721. This low-profile consistency, which surpasses the national standard, points to robust and transparent authorship practices. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation or the dilution of individual accountability. This institution's near-zero risk level suggests a culture where authorship is tied to meaningful intellectual contribution, effectively preventing 'honorary' or political authorship and ensuring the integrity of its collaborative work.
The institution's Z-score of -0.532 indicates a slight divergence from the national benchmark of -0.809. While the risk level remains low, the center shows minor signals of risk activity that are less apparent in the rest of the country. A wide positive gap can signal a sustainability risk, where scientific prestige is dependent on external collaborations rather than internal capacity. This score suggests that the institution's impact is slightly more reliant on partnerships where it does not exercise intellectual leadership compared to its national peers, inviting a strategic reflection on strengthening its own research leadership to ensure long-term, structural excellence.
With a low-risk Z-score of -0.463, the institution shows significant institutional resilience when compared to the country's medium-risk average of 0.425. This demonstrates that internal control mechanisms are effectively mitigating the systemic risks observed at the national level. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. The university's strong performance in this area suggests its policies and academic culture successfully foster a responsible research environment that prioritizes scientific integrity over the inflation of productivity metrics.
The institution's Z-score of -0.268 is in the very low-risk category, showing a much stronger performance than the national average of -0.010. This low-profile consistency reflects a clear commitment to external, independent peer review. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, limiting global visibility. By primarily publishing in external venues, the institution ensures its scientific production is validated through standard competitive processes, which reinforces its credibility and avoids any perception of using internal channels as 'fast tracks' for publication.
The institution achieves a Z-score of -0.587, indicating a state of total operational silence on this risk, performing even better than the country's already very low-risk average of -0.515. This absence of risk signals, which is below the national baseline, is a clear indicator of high scientific integrity. A high rate of redundant output, or 'salami slicing,' points to the practice of fragmenting a coherent study into minimal units to artificially inflate productivity. This institution's exemplary score suggests its researchers are committed to publishing complete and significant contributions, prioritizing the advancement of knowledge over metric-driven publication strategies.
