Hebei North University

Region/Country

Asiatic Region
China
Universities and research institutions

Overall

-0.245

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.315 -0.062
Retracted Output
-0.343 -0.050
Institutional Self-Citation
-0.975 0.045
Discontinued Journals Output
1.215 -0.024
Hyperauthored Output
-1.279 -0.721
Leadership Impact Gap
-0.268 -0.809
Hyperprolific Authors
-1.413 0.425
Institutional Journal Output
-0.268 -0.010
Redundant Output
-1.186 -0.515
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Hebei North University demonstrates a strong overall scientific integrity profile, with a global risk score of -0.245 that indicates performance notably better than the national average. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Redundant Output, reflecting a robust culture that effectively mitigates risks of academic endogamy and authorship inflation. However, two areas warrant strategic attention: a medium-risk level for Output in Discontinued Journals, which deviates significantly from the national trend, and a slight divergence in the impact gap, suggesting a potential over-reliance on external partners for high-impact research. These findings are contextualized by the institution's recognized research capacity in key thematic areas, including Agricultural and Biological Sciences, Chemistry, and Biochemistry, Genetics and Molecular Biology, as per SCImago Institutions Rankings data. While the institution's specific mission was not localized for this analysis, any commitment to research excellence and social responsibility would be directly challenged by the identified risk of publishing in low-quality channels. By focusing on enhancing researcher literacy in selecting reputable publication venues, Hebei North University can further secure its reputational integrity and solidify its standing as a center for responsible and impactful scientific advancement.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.315, a value indicating a lower risk profile than the national average of -0.062. This suggests that the university manages its affiliation processes with more rigor than the typical standard in its environment. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this prudent profile indicates that the institution is not exhibiting patterns that could signal strategic attempts to artificially inflate institutional credit or engage in “affiliation shopping,” thereby maintaining clear and transparent academic attributions.

Rate of Retracted Output

With a Z-score of -0.343, the institution demonstrates a lower rate of retractions compared to the national average of -0.050. This favorable result points to a more rigorous management of research processes than the national standard. Retractions can be complex events, but a low score like this suggests that the institution's pre-publication quality control mechanisms are functioning effectively. This indicates a healthy integrity culture where potential errors are likely identified and corrected before dissemination, reinforcing the reliability of its scientific output.

Rate of Institutional Self-Citation

The institution exhibits a Z-score of -0.975, a figure that signals a very low risk and stands in stark contrast to the medium-risk national average of 0.045. This demonstrates a clear case of preventive isolation, where the university does not engage in the risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but by maintaining such a low rate, the institution actively avoids the creation of scientific 'echo chambers.' This result strongly suggests that its academic influence is built upon broad recognition from the global community rather than being inflated by endogamous internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of 1.215 places it in a medium-risk category, representing a moderate deviation from the low-risk national average of -0.024. This discrepancy indicates that the university is more sensitive to this particular risk factor than its peers. This is a critical alert regarding the due diligence applied in selecting dissemination channels. Such a score suggests that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks. There is an urgent need for enhanced information literacy to prevent the investment of resources in 'predatory' or low-quality publication practices.

Rate of Hyper-Authored Output

With a Z-score of -1.279, the institution shows a very low incidence of hyper-authorship, a rate that is even more conservative than the low-risk national average of -0.721. This low-profile consistency demonstrates an absence of risk signals in this area, aligning well with a national context that already shows restraint. This result indicates that the institution's collaborative practices are transparent and avoid the risk of author list inflation, which can dilute individual accountability. It successfully distinguishes between necessary collaboration and questionable 'honorary' authorship practices.

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

The institution's Z-score for this indicator is -0.268, which, while in the low-risk category, represents a slight divergence from the very low-risk national average of -0.809. This suggests the emergence of risk signals at the institution that are not apparent in the rest of the country. A positive gap can signal a sustainability risk where scientific prestige is dependent on external partners rather than being structurally generated from within. This value invites reflection on whether the institution's excellence metrics are the result of its own internal capacity or are derived from strategic positioning in collaborations where it does not exercise primary intellectual leadership.

Rate of Hyperprolific Authors

The institution records an exceptionally low Z-score of -1.413, placing it in the very low-risk category and marking a significant positive departure from the medium-risk national average of 0.425. This demonstrates a successful preventive isolation from national trends, indicating that the university does not replicate the risk dynamics observed in its environment. By avoiding extreme individual publication volumes, the institution effectively mitigates risks such as coercive authorship or the assignment of credit without real participation. This fosters a healthy balance between quantity and quality, prioritizing the integrity of the scientific record over the inflation of metrics.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution has a very low rate of publication in its own journals, a figure that is well below the low-risk national average of -0.010. This low-profile consistency shows an absence of risk signals and aligns with the national standard for good practice. By minimizing its reliance on in-house journals, the university avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, thereby enhancing its global visibility and validating its research through standard competitive channels rather than internal 'fast tracks'.

Rate of Redundant Output

The institution's Z-score of -1.186 is in the very low-risk category, a result that is even stronger than the national average of -0.515. This signifies a state of total operational silence in this area, with an absence of risk signals that is even more pronounced than the already low national baseline. This excellent result indicates that the institution's researchers are not engaging in data fragmentation or 'salami slicing' to artificially inflate productivity. It reflects a commitment to publishing significant, coherent studies, which strengthens the scientific evidence base and respects the academic review system by prioritizing new knowledge over sheer volume.

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