| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.336 | -0.526 |
|
Retracted Output
|
-0.343 | -0.173 |
|
Institutional Self-Citation
|
-0.626 | -0.119 |
|
Discontinued Journals Output
|
0.698 | 0.179 |
|
Hyperauthored Output
|
-1.245 | 0.074 |
|
Leadership Impact Gap
|
-1.326 | -0.064 |
|
Hyperprolific Authors
|
-1.413 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
-0.264 | -0.245 |
Kirklareli University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.438, which indicates a performance significantly better than the global average. The institution's primary strengths lie in its exemplary governance of authorship practices, its high degree of intellectual autonomy, and its clear commitment to external validation, effectively isolating itself from several risk trends prevalent at the national level. According to SCImago Institutions Rankings data, this solid foundation supports notable academic positioning in key areas, particularly in Mathematics, Arts and Humanities, and Chemistry, where the university ranks among the top institutions in Turkey. This strong integrity culture is a fundamental asset for achieving its mission of raising international prestige and fostering global cooperation. However, a notable vulnerability in the selection of publication venues presents a direct challenge to this mission, as associating with low-quality journals contradicts the pursuit of excellence and can undermine the trust required for international partnerships. It is recommended that the university leverage its existing strong governance framework to implement targeted policies and training aimed at enhancing due diligence in journal selection, thereby aligning all aspects of its research output with its strategic ambitions.
The institution exhibits a Z-score of -1.336, a value indicating a very low incidence of this risk, which is even more favorable than the national average of -0.526. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and improves upon the national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. Kirklareli University's performance suggests a high degree of transparency and clear-cut affiliation practices, reinforcing its credibility and steering clear of any ambiguity related to "affiliation shopping."
With a Z-score of -0.343, the university maintains a low-risk profile that is more prudent than the national average of -0.173. This suggests that the institution manages its quality control processes with greater rigor than the national standard. While some retractions signify responsible error correction, a high rate can indicate systemic failures. In this case, the university's controlled and below-average rate points to effective pre-publication review mechanisms that successfully uphold methodological rigor and safeguard its scientific record.
The institution's Z-score of -0.626 is notably lower than the national average of -0.119, reflecting a prudent profile in its citation practices. A certain level of self-citation is natural, but high rates can signal scientific isolation. By maintaining a rate significantly below its peers, the university demonstrates a healthy integration into the global research community, mitigating the risk of creating 'echo chambers' and ensuring its academic influence is validated by broad external scrutiny rather than being inflated by internal dynamics.
The university's Z-score of 0.698 represents a medium-risk level and indicates high exposure, as it is considerably above the national average of 0.179. This is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a significant portion of the institution's scientific production is being channeled through media that do not meet international ethical or quality standards. This practice exposes the university to severe reputational risks and points to an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publications.
Kirklareli University shows a remarkable preventive isolation from national trends, with a Z-score of -1.245 in a country context that presents a medium risk (0.074). This stark contrast indicates that the institution does not replicate the risk dynamics observed in its environment. While extensive author lists are normal in 'Big Science,' their appearance elsewhere can signal author list inflation. The university's very low score suggests strong internal governance that promotes transparency and individual accountability, effectively distinguishing necessary massive collaboration from problematic 'honorary' authorship practices.
The institution's Z-score of -1.326 is exceptionally low, indicating a negligible gap and aligning with the low-risk national context (Z-score of -0.064). A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capacity. Kirklareli University's performance, however, points to a high degree of scientific autonomy and sustainability. This demonstrates that its excellence metrics are the result of genuine internal capabilities and intellectual leadership, a key indicator of a robust and self-sufficient research ecosystem.
With a Z-score of -1.413, the university shows a near-total absence of hyperprolific authors, a figure that aligns with and strengthens the low-risk national profile (Z-score of -0.430). While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's very low indicator suggests a healthy research culture that prioritizes quality over sheer quantity, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, and thus protecting the integrity of its scientific record.
The university demonstrates a clear case of preventive isolation, with a Z-score of -0.268 in a national context where publishing in institutional journals is a medium-risk practice (Z-score of 0.119). This shows the institution does not replicate the risk dynamics common in its environment. By avoiding over-reliance on its own journals, the university sidesteps potential conflicts of interest and academic endogamy, ensuring its research undergoes independent external peer review. This commitment to global validation channels enhances its visibility and credibility, preventing the use of internal publications as 'fast tracks' to inflate CVs.
The institution's risk level in this area is a reflection of statistical normality, with its Z-score of -0.264 being almost identical to the national average of -0.245. This indicates that the university's practices are perfectly aligned with the expected standard for its context. While massive bibliographic overlap can indicate data fragmentation to inflate productivity, the university's score suggests its researchers engage in the legitimate practice of citing previous work to build cumulative knowledge, showing no signs of artificially dividing studies into 'minimal publishable units'.
