| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.687 | -0.062 |
|
Retracted Output
|
-0.315 | -0.050 |
|
Institutional Self-Citation
|
-0.896 | 0.045 |
|
Discontinued Journals Output
|
1.489 | -0.024 |
|
Hyperauthored Output
|
-1.280 | -0.721 |
|
Leadership Impact Gap
|
-1.451 | -0.809 |
|
Hyperprolific Authors
|
-0.828 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.451 | -0.515 |
Hebei University of Chinese Medicine presents a robust scientific integrity profile, with an overall risk score of -0.179 that indicates a performance generally superior to the national average. The institution demonstrates significant strengths in maintaining low-risk practices, particularly in its very low rates of institutional self-citation, hyper-authored output, and dependence on external collaborations for impact, effectively insulating itself from medium-risk trends observed nationally. The primary area for strategic attention is the medium-risk rate of publication in discontinued journals, which moderately deviates from the national standard and requires review. According to SCImago Institutions Rankings data, the university holds notable national positions in its core thematic areas, including Agricultural and Biological Sciences, Medicine, and Pharmacology, Toxicology and Pharmaceutics. Although the institution's specific mission was not available for this analysis, the identified risk in publication strategy could potentially conflict with the universal academic goals of pursuing excellence and ensuring long-term research impact. By addressing this specific vulnerability, the university can further solidify its commitment to scientific integrity and enhance the global credibility of its research contributions.
The institution's Z-score of -0.687 is notably lower than the national average of -0.062. This suggests a prudent and well-managed approach to academic collaboration, showing more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate indicates a low probability of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a clear and transparent policy regarding researcher attributions.
With a Z-score of -0.315, the institution demonstrates a lower rate of retractions compared to the national average of -0.050. This prudent profile suggests that its internal quality control and supervision mechanisms are functioning more effectively than the national standard. A low rate of retractions is a positive sign of a healthy integrity culture, indicating that potential methodological errors or malpractice are likely being identified and corrected prior to publication, thus preventing systemic failures that would otherwise compromise the scientific record.
The institution exhibits a Z-score of -0.896, positioning it at a very low risk level, in stark contrast to the national average of 0.045, which falls into the medium-risk category. This demonstrates a clear case of preventive isolation, where the university successfully avoids the risk dynamics prevalent in its environment. A certain level of self-citation is natural, but the institution's exceptionally low rate signals a strong reliance on external validation and integration within the global scientific community, effectively avoiding the creation of 'echo chambers' or the endogamous inflation of its academic impact.
The institution's Z-score of 1.489 places it in a medium-risk category, representing a moderate deviation from the low-risk national average of -0.024. This indicates a greater sensitivity to this particular risk factor compared to its national peers. A high proportion of publications in discontinued journals constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. This pattern suggests that a significant portion of its scientific production may be channeled through media that fail to meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for improved information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.280, the institution maintains a very low-risk profile, which is consistent with and even stronger than the low-risk national standard of -0.721. This absence of risk signals aligns perfectly with a national context that also shows control in this area. The data suggests that authorship practices at the institution are transparent and well-defined, effectively avoiding the risk of author list inflation and ensuring that individual accountability is not diluted, a key component of responsible research conduct.
The institution's Z-score of -1.451 is exceptionally low, significantly below the already very low national average of -0.809. This signals a total operational silence in this risk indicator, reflecting an outstanding internal capacity for generating high-impact research. A very low gap demonstrates that the institution's scientific prestige is structural and sustainable, built upon research where it exercises direct intellectual leadership. This is a strong indicator that its excellence metrics are the result of genuine internal capabilities rather than a dependency on external collaborations.
The institution's Z-score of -0.828 reflects a low-risk level, showcasing institutional resilience against the medium-risk trend observed at the national level (0.425). This suggests that internal control mechanisms are effectively mitigating a systemic risk present in the wider environment. By maintaining a low rate of hyperprolific authors, the institution demonstrates a focus on balancing quantity with quality, thereby avoiding potential risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is in the very low-risk range, consistent with the low-risk national average of -0.010. This alignment indicates that the institution, like its national peers, does not excessively rely on its own publication channels. This practice mitigates potential conflicts of interest and avoids the risk of academic endogamy, where production might bypass independent external peer review. By prioritizing external journals, the institution ensures its research undergoes standard competitive validation, enhancing its global visibility and credibility.
With a Z-score of -0.451, the institution presents a low-risk profile, yet this represents a slight divergence from the national context, where the average score of -0.515 indicates a near-total absence of this risk. This finding suggests the center shows minor signals of risk activity that do not appear in the rest of the country. While the current level is not alarming, it warrants monitoring to ensure that the practice of dividing a coherent study into 'minimal publishable units' to artificially inflate productivity does not become established, as this can distort scientific evidence and prioritize volume over significant new knowledge.