Gannan Normal University

Region/Country

Asiatic Region
China
Universities and research institutions

Overall

-0.251

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.799 -0.062
Retracted Output
-0.616 -0.050
Institutional Self-Citation
-0.591 0.045
Discontinued Journals Output
0.663 -0.024
Hyperauthored Output
-1.056 -0.721
Leadership Impact Gap
-0.434 -0.809
Hyperprolific Authors
-1.413 0.425
Institutional Journal Output
-0.268 -0.010
Redundant Output
-0.135 -0.515
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Gannan Normal University presents a generally robust scientific integrity profile, with an overall risk score of -0.251 indicating a performance that is healthier than the global average. The institution demonstrates significant strengths in critical areas, particularly its very low rates of retracted output, hyperprolific authorship, and publication in its own journals, suggesting strong internal controls and a culture that resists some of the most severe integrity risks. These strengths provide a solid foundation for its notable research performance, particularly in its highest-ranked thematic areas according to SCImago Institutions Rankings data: Environmental Science, Biochemistry, Genetics and Molecular Biology, Chemistry, and Earth and Planetary Sciences. However, this positive outlook is tempered by medium-risk alerts in the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, which deviate moderately from national trends. While the institution's mission was not specified, these vulnerabilities could undermine any commitment to academic excellence and social responsibility by potentially compromising the quality of dissemination channels and the transparency of institutional credit. To secure its long-term reputational health and the credibility of its strong research areas, the university is advised to leverage this report as a strategic tool to address these specific vulnerabilities, thereby reinforcing its already solid integrity framework.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score for this indicator is 0.799, which contrasts with the national average of -0.062. This moderate deviation suggests the university exhibits a greater sensitivity to risk factors associated with affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate could signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” The divergence from the national standard warrants a review of affiliation policies to ensure they reflect substantive collaboration and transparently represent the institution's contributions, thereby safeguarding its academic reputation.

Rate of Retracted Output

With a Z-score of -0.616, the institution demonstrates an exceptionally low rate of retracted publications, which is consistent with and even improves upon the low-risk national average of -0.050. This absence of risk signals aligns with the national standard, indicating that the university's pre-publication quality control mechanisms are functioning effectively. Retractions can be complex, but such a low score strongly suggests a healthy integrity culture and a high degree of methodological rigor, minimizing the occurrence of both unintentional errors and potential malpractice. This performance is a clear strength, reflecting responsible scientific supervision and a commitment to producing reliable research.

Rate of Institutional Self-Citation

The university shows a Z-score of -0.591, positioning it in the low-risk category and demonstrating notable resilience when compared to the medium-risk national average of 0.045. This suggests that the institution's control mechanisms are effectively mitigating the systemic risks of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by maintaining a rate well below the national trend, the university avoids signals of concerning scientific isolation or 'echo chambers,' ensuring its work is validated by the broader scientific community and its impact is not artificially inflated by internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of 0.663 indicates a medium-risk level, representing a moderate deviation from the low-risk national average of -0.024. This suggests the university is more sensitive than its peers to the risk of publishing in questionable outlets. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a 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. This finding suggests an urgent need to enhance information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.

Rate of Hyper-Authored Output

With a Z-score of -1.056, the institution maintains a prudent profile, managing its authorship practices with more rigor than the national standard, which has a Z-score of -0.721. This lower-than-average rate indicates that the university is not prone to the risks of author list inflation or the dilution of individual accountability. By avoiding patterns of hyper-authorship outside of legitimate "Big Science" contexts, the institution reinforces a culture of transparency and meaningful contribution, effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices.

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

The institution presents a Z-score of -0.434, indicating a slight divergence from the national context, where the average score of -0.809 shows virtually no risk signals. This value suggests that while the institution's overall risk is low, it shows nascent signals of dependency on external partners for impact that are not prevalent across the country. A wide positive gap can signal a sustainability risk, where prestige is more exogenous than structural. This indicator invites reflection on whether the institution's excellence metrics result from its own internal capacity and intellectual leadership or from strategic positioning in collaborations where it plays a secondary role.

Rate of Hyperprolific Authors

The university's Z-score of -1.413 is in the very low-risk category, demonstrating a clear preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.425). The institution does not replicate the risk patterns seen in its environment, indicating strong safeguards against practices that prioritize quantity over quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. By maintaining such a low score, the university effectively mitigates risks such as coercive authorship or 'salami slicing,' ensuring that its academic record is built on substantive scientific integrity rather than inflated metrics.

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, a performance that aligns with the low-risk national standard (Z-score of -0.010). This absence of risk signals demonstrates a commitment to external validation and global visibility. While in-house journals can be valuable for local dissemination, an over-reliance on them can create conflicts of interest and academic endogamy. The university's low score indicates that its researchers are consistently submitting their work to independent, external peer review, bypassing the potential temptation to use internal channels as 'fast tracks' and ensuring their production is validated competitively.

Rate of Redundant Output

The institution's Z-score of -0.135 places it in the low-risk category, but it represents a slight divergence from the national environment, which shows an almost complete absence of this risk (Z-score of -0.515). This suggests the university is beginning to show signals of data fragmentation that are not apparent in the rest of the country. Massive bibliographic overlap between publications can indicate 'salami slicing,' where a study is divided into minimal units to inflate productivity. Although the current level is low, this incipient signal warrants monitoring to ensure that the institutional culture continues to prioritize the publication of significant new knowledge over the artificial inflation of output volume.

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