| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.337 | -0.526 |
|
Retracted Output
|
-0.578 | -0.173 |
|
Institutional Self-Citation
|
1.600 | -0.119 |
|
Discontinued Journals Output
|
0.183 | 0.179 |
|
Hyperauthored Output
|
-1.025 | 0.074 |
|
Leadership Impact Gap
|
0.383 | -0.064 |
|
Hyperprolific Authors
|
-0.335 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
-1.186 | -0.245 |
Ardahan University demonstrates a commendable overall scientific integrity profile, with a global risk score of -0.242 indicating a performance that is generally robust and well-managed within the national context. The institution's primary strengths lie in its rigorous quality control and ethical publication practices, evidenced by very low risk levels in Retracted Output, Redundant Output, and Output in Institutional Journals. These results suggest a strong internal culture committed to independent validation and substantive research. However, areas requiring strategic attention include a moderate deviation from national norms in Institutional Self-Citation and a significant gap in research impact when leadership is not held internally, alongside a systemic challenge in publishing in discontinued journals. These vulnerabilities could potentially hinder the university's mission to "produce knowledge at a universal level." According to SCImago Institutions Rankings data, the university's thematic excellence is particularly notable in Pharmacology, Toxicology and Pharmaceutics, where it holds the #1 national rank, complemented by strong positions in Social Sciences, Environmental Science, and Biochemistry. To fully align its operational practices with its ambitious mission, it is recommended that the university leverage its foundational integrity to address the identified areas of insularity and impact dependency, thereby enhancing the global reach and sustainability of its scientific contributions.
The institution presents a Z-score of -0.337, slightly above the national average of -0.526. Although both scores fall within a low-risk range, this subtle difference suggests an incipient vulnerability. The institution shows early signals of this activity that, while not yet problematic, warrant review before they potentially escalate. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, it is crucial to ensure that this trend at Ardahan University reflects genuine collaboration rather than early signs of strategic attempts to inflate institutional credit through "affiliation shopping."
With a Z-score of -0.578, the institution demonstrates an exceptionally low rate of retracted publications, performing significantly better than the national average of -0.173. This low-profile consistency indicates that the absence of risk signals is not an anomaly but aligns with a national environment that already maintains good standards. This result is a strong testament to the university's robust quality control mechanisms prior to publication. It suggests that research supervision is responsible and effective, successfully preventing the types of unintentional errors or methodological flaws that often lead to retractions, thereby safeguarding the institution's scientific record.
The institution's Z-score for self-citation is 1.600, a medium-risk value that marks a moderate deviation from the country's low-risk average of -0.119. This indicates that the university shows a greater sensitivity to this risk factor than its national peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate signals a potential concern of scientific isolation or an "echo chamber" where work is validated internally without sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
The institution's Z-score of 0.183 is nearly identical to the national average of 0.179, both falling within the medium-risk category. This alignment points to a systemic pattern, where the risk level likely reflects shared practices or challenges at a national level regarding the selection of publication venues. A high proportion of publications in such journals is a critical alert regarding due diligence. This score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to reputational risks and suggesting a need for improved information literacy to avoid "predatory" practices.
Ardahan University shows a Z-score of -1.025, a low-risk value that contrasts favorably with the national medium-risk average of 0.074. This demonstrates significant institutional resilience, as internal control mechanisms appear to be successfully mitigating systemic risks prevalent in the country. While extensive author lists are legitimate in "Big Science," their appearance elsewhere can indicate author list inflation. The university's low score suggests it effectively distinguishes between necessary massive collaboration and "honorary" authorship, thereby upholding individual accountability and transparency in its publications.
The institution exhibits a Z-score of 0.383, a medium-risk value that represents a moderate deviation from the low-risk national average of -0.064. This suggests the university is more sensitive than its peers to risks associated with impact dependency. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This value suggests that a significant portion of the university's scientific prestige may be dependent and exogenous, rather than structural. It invites reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
With a Z-score of -0.335, the institution's rate is slightly higher than the national average of -0.430, though both remain in the low-risk category. This minor difference signals an incipient vulnerability, indicating that the university shows signals that warrant review before escalating. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. This indicator serves as a gentle alert to monitor for potential imbalances between quantity and quality, ensuring that high output does not stem from practices like coercive authorship or the assignment of authorship without real participation.
The institution's Z-score of -0.268 places it in the very low-risk category, showcasing a clear preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.119). This result indicates that the university does not replicate the risk patterns common in its environment. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice demonstrates a strong commitment to independent, external peer review, which enhances the global visibility and competitive validation of its research, rather than using internal channels as potential "fast tracks" to inflate publication counts.
Ardahan University has a Z-score of -1.186, a very low-risk value that is significantly better than the national low-risk average of -0.245. This low-profile consistency, where the absence of risk signals aligns with and improves upon the national standard, is highly positive. Massive bibliographic overlap between publications can indicate data fragmentation or "salami slicing," a practice of dividing a study into minimal units to inflate productivity. The university's excellent score suggests its researchers prioritize the publication of significant, coherent new knowledge over artificially increasing their output volume, thereby respecting the integrity of the scientific record.