| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.897 | -0.526 |
|
Retracted Output
|
-0.437 | -0.173 |
|
Institutional Self-Citation
|
0.434 | -0.119 |
|
Discontinued Journals Output
|
-0.102 | 0.179 |
|
Hyperauthored Output
|
-0.299 | 0.074 |
|
Leadership Impact Gap
|
-0.898 | -0.064 |
|
Hyperprolific Authors
|
-1.103 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
0.019 | -0.245 |
Karadeniz Technical University presents a robust scientific integrity profile, characterized by an overall low-risk score (-0.416) and exceptional performance in multiple key indicators. The institution demonstrates significant strengths in maintaining scientific autonomy, ensuring quality control, and promoting transparent authorship practices, often outperforming national averages. Key areas of academic strength, according to SCImago Institutions Rankings data, include Business, Management and Accounting, Arts and Humanities, and Economics, Econometrics and Finance. However, moderate risks are identified in Institutional Self-Citation and Redundant Output, which could subtly undermine the university's mission to produce "high-level scientific and technological products" and "pioneer the development and welfare of society." These practices, if unaddressed, may prioritize internal validation and publication volume over the groundbreaking, externally validated research implied by its mission. By focusing on mitigating these specific vulnerabilities, the university can further align its operational practices with its strategic vision, solidifying its role as a leader in responsible and impactful research.
The institution shows a very low rate of multiple affiliations (Z-score: -0.897), which is even lower than the national average (Z-score: -0.526). This indicates a healthy and transparent approach to academic collaboration, consistent with the low-risk profile observed across the country. The absence of signals related to strategic affiliation inflation reinforces the institution's commitment to clear and legitimate crediting of research contributions.
The institution's rate of retracted output is very low (Z-score: -0.437), positioning it favorably against the already low national benchmark (Z-score: -0.173). This result suggests that the pre-publication quality control mechanisms are robust and effective. The absence of a significant retraction rate aligns with a culture of integrity and methodological rigor, indicating that research is conducted responsibly and potential errors are managed before they escalate.
A moderate risk level is detected in institutional self-citation (Z-score: 0.434), a notable deviation from the low-risk national average (Z-score: -0.119). This suggests the institution is more prone to this risk factor than its national peers. While a certain degree of self-citation is natural for building on established research, this elevated rate could signal the formation of 'echo chambers' where work is validated internally without sufficient external scrutiny. This pattern warns of a potential for endogamous impact inflation, where academic influence might be amplified by internal dynamics rather than broader recognition from the global scientific community, and warrants a review of citation practices.
The institution demonstrates a low rate of publication in discontinued journals (Z-score: -0.102), showcasing institutional resilience against a risk that is more pronounced at the national level (Z-score: 0.179). This favorable position suggests that the university's control mechanisms and researcher guidance are effective in avoiding problematic dissemination channels. By successfully mitigating this systemic risk, the institution protects its reputation and ensures its research output is not channeled through media lacking international ethical or quality standards, thereby avoiding the waste of resources on predatory or low-quality practices.
With a low rate of hyper-authored output (Z-score: -0.299), the institution effectively counteracts the moderate risk trend observed nationally (Z-score: 0.074). This indicates a strong capacity to manage authorship practices and maintain transparency. The data suggests that the university successfully distinguishes between necessary large-scale collaborations and potential author list inflation, thereby upholding individual accountability and avoiding practices like 'honorary' authorship that can dilute the value of research contributions.
The institution exhibits a very low gap between its overall research impact and the impact of work where it holds a leadership role (Z-score: -0.898), a result that is significantly stronger than the national average (Z-score: -0.064). This excellent outcome signals high scientific autonomy and sustainability. It demonstrates that the university's prestige is built on strong internal capacity and intellectual leadership, rather than being dependent on external partners. This structural strength is a key indicator of a mature and self-reliant research ecosystem.
The rate of hyperprolific authors at the institution is exceptionally low (Z-score: -1.103), far below the already low national benchmark (Z-score: -0.430). This complete absence of risk signals in this area points to a healthy balance between productivity and quality. It suggests that the institutional culture does not encourage practices that prioritize sheer volume over meaningful intellectual contribution, such as coercive authorship or data fragmentation, thereby safeguarding the integrity of the scientific record.
The institution maintains a very low rate of publication in its own journals (Z-score: -0.268), effectively isolating itself from the moderate risk trend present in the national environment (Z-score: 0.119). This preventive stance demonstrates a commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and ensures its scientific production undergoes independent, competitive peer review, which is essential for building a credible international reputation.
A moderate risk of redundant output is identified (Z-score: 0.019), which represents a significant deviation from the low-risk national context (Z-score: -0.245). This finding suggests a greater sensitivity to publication pressures that may lead to data fragmentation. The indicator alerts to the potential practice of dividing coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This behavior can distort the scientific evidence base and overburdens the peer review system, highlighting a need to reinforce policies that prioritize the publication of significant, complete new knowledge over sheer volume.
