Hebei Normal University

Region/Country

Asiatic Region
China
Universities and research institutions

Overall

-0.260

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.144 -0.062
Retracted Output
-0.381 -0.050
Institutional Self-Citation
-0.177 0.045
Discontinued Journals Output
0.216 -0.024
Hyperauthored Output
-0.321 -0.721
Leadership Impact Gap
-0.273 -0.809
Hyperprolific Authors
-1.018 0.425
Institutional Journal Output
-0.268 -0.010
Redundant Output
-0.148 -0.515
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Hebei Normal University presents a robust scientific integrity profile, with an overall risk score of -0.260 that indicates a solid foundation of responsible research practices. The institution demonstrates exceptional strength in areas with a very low risk profile, including a near-zero rate of retracted publications, an absence of hyperprolific authorship, and minimal use of institutional journals, all of which point to effective internal quality controls and a healthy academic culture. The primary vulnerability identified is a moderate rate of publication in discontinued journals, which requires strategic attention. According to SCImago Institutions Rankings data, the university's key thematic strengths are concentrated in Arts and Humanities, Pharmacology, Toxicology and Pharmaceutics, and Biochemistry, Genetics and Molecular Biology. While the institution's specific mission was not available for this analysis, its strong integrity performance aligns with the universal academic values of excellence and social responsibility. However, the identified risk in journal selection could undermine this alignment by associating the university's research with low-quality channels. A proactive strategy to enhance researcher literacy on publication ethics will be crucial to mitigate this risk, solidifying the institution's reputation and ensuring its research contributions are both impactful and irreproachable.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With a Z-score of -0.144, the institution demonstrates a more prudent approach to multiple affiliations compared to the national average of -0.062. This suggests that the university manages its affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of collaboration, the institution's controlled rate indicates a well-defined policy that effectively avoids strategic "affiliation shopping" or other practices that could artificially inflate institutional credit, thereby ensuring transparency and clear accountability in its collaborative research output.

Rate of Retracted Output

The institution's Z-score of -0.381 is exceptionally low, indicating a near-total absence of retracted publications, which is consistent with the low-risk national environment (Z-score -0.050). This lack of risk signals suggests that the university's pre-publication quality control mechanisms are highly effective. An absence of retractions at this level is a strong indicator of a robust integrity culture, where methodological rigor and responsible supervision successfully prevent the systemic errors or potential malpractice that typically lead to such corrective actions.

Rate of Institutional Self-Citation

Hebei Normal University shows significant institutional resilience, with a Z-score of -0.177 in a national context that tends toward moderate self-citation (Z-score 0.045). This demonstrates that the institution's internal control mechanisms are effectively mitigating a systemic risk present in its environment. By maintaining a low rate of self-citation, the university avoids the formation of scientific "echo chambers" and ensures its academic influence is validated by the global research community, rather than being inflated by endogamous or insular citation dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of 0.216 for publications in discontinued journals marks a moderate deviation from the national standard, where this risk is negligible (Z-score -0.024). This is the most significant vulnerability identified, suggesting the center is more sensitive to this risk factor than its peers. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. It indicates that a portion of scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to prevent the use of "predatory" or low-quality outlets.

Rate of Hyper-Authored Output

The university's Z-score for hyper-authored output is -0.321, which, while low, is slightly higher than the national average of -0.721. This subtle difference points to an incipient vulnerability that warrants proactive monitoring. Although extensive author lists are legitimate in some "Big Science" fields, this signal suggests a need to ensure that authorship practices across all disciplines remain transparent and accountable. It serves as a reminder to distinguish between necessary massive collaboration and potential "honorary" authorship, a practice that can dilute individual responsibility and compromise research integrity.

Gap between Impact of total output and the impact of output with leadership

A slight divergence is observed in the institution's impact dependency, with a Z-score of -0.273, compared to a national context where this gap is virtually non-existent (Z-score -0.809). This indicates that the institution shows minor signals of risk activity not apparent elsewhere in the country. This small but positive gap suggests a potential reliance on external partners for achieving high-impact publications. It invites a strategic reflection on whether the university's scientific prestige is being built on its own structural capacity or through collaborations where it does not exercise full intellectual leadership, which could pose a risk to long-term sustainability and scientific autonomy.

Rate of Hyperprolific Authors

The institution demonstrates a remarkable preventive isolation from national trends, with a Z-score of -1.018 in a country where hyperprolific authorship is a moderate concern (Z-score 0.425). This shows that the university does not replicate the risk dynamics observed in its environment. The complete absence of authors with extreme publication volumes—which often challenge the limits of meaningful intellectual contribution—suggests a healthy institutional culture that prioritizes quality over sheer quantity, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution's rate of publication in its own journals is very low and aligns perfectly with the national low-risk standard (Z-score -0.010). This absence of risk signals indicates a strong commitment to external validation and global visibility. By avoiding over-reliance on in-house journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures that its scientific production undergoes independent, competitive peer review, reinforcing the credibility and international standing of its research.

Rate of Redundant Output (Salami Slicing)

The institution's Z-score of -0.148 indicates a low but detectable signal for redundant publications, representing a slight divergence from the national environment where this practice is almost non-existent (Z-score -0.515). This suggests the presence of some research outputs that may be fragmented into minimal publishable units to artificially inflate productivity metrics. While not a significant problem, this pattern of "salami slicing" warrants attention to ensure that the institutional focus remains firmly on producing significant, coherent contributions to knowledge rather than prioritizing publication volume.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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