| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.563 | -0.062 |
|
Retracted Output
|
-0.362 | -0.050 |
|
Institutional Self-Citation
|
-1.019 | 0.045 |
|
Discontinued Journals Output
|
0.602 | -0.024 |
|
Hyperauthored Output
|
-0.867 | -0.721 |
|
Leadership Impact Gap
|
-0.015 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.997 | -0.515 |
Gannan Medical University demonstrates a robust scientific integrity profile, with an overall risk score of -0.357 indicating performance that is significantly healthier than the global average. The institution exhibits exceptional strengths in preventing academic endogamy and promoting responsible authorship, with very low risk signals in Institutional Self-Citation, Hyperprolific Authors, and Redundant Output. These results suggest a strong internal culture focused on external validation and substantive scientific contribution. The primary area for strategic attention is the Rate of Output in Discontinued Journals, which presents a medium risk and deviates from the national trend. According to SCImago Institutions Rankings data, the university's key research strengths are concentrated in Environmental Science, Pharmacology, Toxicology and Pharmaceutics, and Chemistry. Although the institution's specific mission statement was not available for this analysis, its strong integrity profile aligns with the universal academic values of excellence and social responsibility. The identified risk in publication channel selection, however, could potentially undermine this alignment by associating high-quality research with low-quality venues. To build upon its solid foundation, it is recommended that the university reinforces its guidance and policies for selecting publication channels, ensuring its research output is disseminated through reputable and impactful journals.
The institution presents a Z-score of -0.563, which is notably lower than the national average of -0.062. This indicates a prudent and well-managed approach to academic collaboration. The university's practices appear more rigorous than the national standard, ensuring that affiliations are transparent and justified. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate effectively mitigates any risk of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reflecting a clear and accountable operational profile.
With a Z-score of -0.362, the institution demonstrates a lower rate of retractions compared to the national average of -0.050. This suggests that the university's internal quality control mechanisms are more effective than the national standard. A high rate of retractions can signal systemic failures in pre-publication review or recurring malpractice. In this case, the university’s prudent profile indicates that its processes for ensuring methodological rigor and research integrity are robust, successfully preventing the vulnerabilities that often lead to the retraction of scientific work.
The institution shows an exceptionally low Z-score of -1.019, in stark contrast to the medium-risk national average of 0.045. This result demonstrates a clear preventive isolation from national trends that might encourage scientific isolation. A certain level of self-citation is natural, but the university’s near-absence of this practice is a powerful indicator that its research is validated by the global community rather than within an internal 'echo chamber.' This commitment to external scrutiny effectively eliminates the risk of endogamous impact inflation and confirms that its academic influence is earned through broad recognition.
The institution's Z-score of 0.602 marks a moderate deviation from the national average of -0.024, which is in the low-risk category. This is a critical alert, as the university shows a greater sensitivity to this risk factor than its peers. A high proportion of publications in discontinued journals indicates that a significant portion of scientific production may be channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent need to enhance information literacy and due diligence processes among its researchers to avoid wasting resources on 'predatory' or low-quality dissemination channels.
The institution's Z-score of -0.867 is lower than the national average of -0.721, indicating a more rigorous management of authorship practices. This prudent profile suggests the university is effectively distinguishing between necessary massive collaboration in "Big Science" and the risk of author list inflation. By maintaining a controlled rate of hyper-authored papers, the institution reinforces individual accountability and transparency, successfully avoiding questionable practices like 'honorary' or political authorships that can dilute the meaning of scientific contribution.
The institution exhibits a Z-score of -0.015, a slight divergence from the national context, which shows a very low-risk score of -0.809. This subtle signal suggests that while the national system demonstrates strong internal leadership capacity, the university may have a minor dependency on external partners for achieving research impact. While collaborating is essential, a gap where global impact is higher than the impact of institution-led research can signal a sustainability risk. This finding invites a strategic reflection on strengthening internal capacity to ensure that the university's scientific prestige is structural and endogenous, rather than primarily dependent on its role in collaborations led by others.
With a Z-score of -1.413, the institution demonstrates an outstandingly low risk, effectively isolating itself from the medium-risk national trend (0.425). This result is a strong indicator of a healthy research culture that prioritizes substance over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and often point to risks like coercive authorship or 'salami slicing.' The university's excellent performance in this area shows a clear commitment to the integrity of the scientific record, fostering an environment where quality is not sacrificed for metrics.
The institution's Z-score of -0.268 is well within the very low-risk category, showing low-profile consistency with the low-risk national average of -0.010. This indicates a strong alignment with best practices regarding academic publishing. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, which is fundamental for achieving global visibility and competitive validation, rather than using internal channels as 'fast tracks' to inflate publication counts.
The institution achieves a Z-score of -0.997, signifying a near-total absence of risk signals and outperforming the already very low national average of -0.515. This is a sign of total operational silence in a problematic practice. High bibliographic overlap often indicates 'salami slicing,' where a study is fragmented into minimal units to inflate productivity, thereby distorting the scientific evidence base. The university's exemplary score demonstrates a firm commitment to publishing complete and significant studies, prioritizing the generation of new knowledge over the artificial inflation of output metrics.
