| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.024 | -0.526 |
|
Retracted Output
|
-0.353 | -0.173 |
|
Institutional Self-Citation
|
0.019 | -0.119 |
|
Discontinued Journals Output
|
0.192 | 0.179 |
|
Hyperauthored Output
|
-1.294 | 0.074 |
|
Leadership Impact Gap
|
-0.840 | -0.064 |
|
Hyperprolific Authors
|
-1.413 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
0.145 | -0.245 |
Gumushane University presents a robust scientific integrity profile, with an overall score of -0.436 that indicates performance significantly stronger than the baseline. The institution demonstrates exceptional strengths in areas of authorship and publication channel governance, effectively insulating itself from several risk dynamics prevalent at the national level. Key areas of excellence include a near-total absence of hyper-authored or hyper-prolific output, minimal reliance on institutional journals, and a strong capacity for generating impactful research under its own leadership. However, this solid foundation is contrasted by moderate risk signals in three specific areas: Institutional Self-Citation, Redundant Output, and publication in Discontinued Journals, which require strategic attention. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Agricultural and Biological Sciences, Earth and Planetary Sciences, and Psychology. While the institution's mission was not specified, the identified medium-risk indicators could challenge core academic values of excellence and social responsibility; practices like data fragmentation or publishing in low-quality journals risk prioritizing metrics over the generation of reliable, high-impact knowledge. To build upon its considerable strengths, it is recommended that the university focuses on developing targeted policies and training to mitigate these specific vulnerabilities, thereby ensuring its operational practices fully align with its demonstrated potential for high-integrity research.
The institution exhibits a Z-score of -1.024, a value indicating a very low risk that is even more conservative than the national average of -0.526. This demonstrates a clear and consistent policy regarding author affiliations. The absence of risk signals in this area, which surpasses the already low-risk national standard, suggests that the university's practices are well-aligned with international norms. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's data shows no signs of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a commendable level of administrative transparency.
With a Z-score of -0.353, the institution maintains a low-risk profile that is more rigorous than the national average of -0.173. This prudent positioning suggests that the university's quality control mechanisms are functioning effectively. Retractions can be complex events, but a rate lower than the national standard points toward a successful pre-publication review process and a culture that likely minimizes both unintentional errors and potential malpractice. This performance indicates a strong commitment to the reliability of the scientific record, reinforcing the institution's reputation for methodological rigor.
The institution's Z-score of 0.019 places it in the medium-risk category, a moderate deviation from the low-risk national average of -0.119. This discrepancy suggests the university is more sensitive to this risk factor than its national peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this elevated rate warrants monitoring, as it can signal concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. The score warns of a potential for endogamous impact inflation, where academic influence might be oversized by internal dynamics rather than broader community recognition.
The institution's Z-score of 0.192 is nearly identical to the country's average of 0.179, both falling within the medium-risk level. This alignment indicates that the university's performance reflects a systemic pattern or shared challenge present at a national level. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This shared risk suggests that a significant portion of scientific production, both at the institutional and national levels, may be channeled through media that do not meet international ethical or quality standards, pointing to a widespread need for improved information literacy to avoid reputational damage and wasted resources.
The institution shows a Z-score of -1.294, a clear signal of preventive isolation from a risk that is a medium-level concern for the country (Z-score: 0.074). This result indicates that the university does not replicate the risk dynamics observed in its environment. While extensive author lists are legitimate in 'Big Science,' their absence here suggests the institution has robust governance that prevents author list inflation and ensures individual accountability. This stark and positive contrast with the national trend highlights an effective institutional culture that distinguishes between necessary collaboration and questionable authorship practices.
With a Z-score of -0.840, the institution demonstrates a very low-risk profile, significantly better than the national low-risk average of -0.064. This lack of a significant gap is a strong indicator of sustainable, internally-driven research excellence. It is common for institutions to rely on external partners for impact, but this result shows that the university's scientific prestige is structural and endogenous, not dependent on collaborations where it does not exercise intellectual leadership. The data confirms that the institution's high-impact work is a direct result of its own capacity and leadership.
The institution's Z-score of -1.413 signifies a near-total absence of this risk, a profile that is much stronger than the country's low-risk average of -0.430. This consistency with a low-risk environment underscores a healthy balance between productivity and quality. While high productivity can reflect leadership, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's data provides strong assurance that it is not exposed to risks such as coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over the inflation of metrics.
The institution's Z-score of -0.268 (very low risk) marks a significant and positive disconnection from the national trend, where this indicator is a medium-level risk (Z-score: 0.119). This demonstrates a clear case of preventive isolation, where the university's policies effectively shield it from a common national vulnerability. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice reinforces a commitment to independent, external peer review, ensuring its research is validated through competitive international channels rather than potentially biased internal 'fast tracks'.
The institution presents a Z-score of 0.145, indicating a medium-level risk that represents a moderate deviation from the country's low-risk average of -0.245. This suggests the university shows greater sensitivity to this particular risk factor than its peers. While citing previous work is essential, this score alerts to a potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity, also known as 'salami slicing.' This dynamic warrants a review, as it can distort the scientific evidence base and overburden the peer-review system by prioritizing publication volume over the generation of significant new knowledge.
