| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.390 | -0.526 |
|
Retracted Output
|
-0.456 | -0.173 |
|
Institutional Self-Citation
|
0.792 | -0.119 |
|
Discontinued Journals Output
|
0.937 | 0.179 |
|
Hyperauthored Output
|
-0.330 | 0.074 |
|
Leadership Impact Gap
|
0.364 | -0.064 |
|
Hyperprolific Authors
|
0.003 | -0.430 |
|
Institutional Journal Output
|
-0.268 | 0.119 |
|
Redundant Output
|
1.506 | -0.245 |
With an overall risk score of 0.002, Inonu University demonstrates a robust and healthy scientific integrity profile, characterized by exceptional control in fundamental areas of research practice. The institution exhibits virtually non-existent risk levels in the Rate of Multiple Affiliations, Retracted Output, and Output in Institutional Journals, indicating strong governance and a commitment to transparency. However, a cluster of indicators at a medium risk level—notably Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output—signals emerging vulnerabilities that warrant strategic monitoring to prevent future escalation. These integrity metrics provide the essential foundation for the university's recognized academic strengths. According to SCImago Institutions Rankings data, Inonu University holds prominent national positions in key disciplines, including Earth and Planetary Sciences (ranked 14th in Turkey), Dentistry (19th), Environmental Science (19th), and Energy (23rd). The university's mission is "to be beneficial to its region, country, and the world through high-level... scientific research." The identified medium-risk patterns, such as potential academic endogamy or publication in low-quality journals, could compromise this commitment to "high-level" research and its global benefit. Ensuring robust external validation and discouraging fragmented publication practices are crucial to fully align operational conduct with this strategic vision of excellence and societal contribution. The university is in a strong position to leverage its solid integrity foundation to proactively address these medium-risk areas, thereby reinforcing its scientific leadership and ensuring the long-term sustainability of its research impact.
The institution's Z-score of -1.390 is significantly lower than the national average of -0.526, indicating an exemplary level of control. This performance demonstrates a clear alignment with the low-risk national context, suggesting that the university's policies on researcher affiliation are both transparent and rigorously applied. While multiple affiliations can sometimes be strategically used to inflate institutional credit, Inonu University's data confirms that its collaborative practices are managed with high integrity, avoiding any signals of "affiliation shopping" and ensuring that credit is attributed appropriately.
With a Z-score of -0.456, well below the national average of -0.173, the institution shows a near-absence of risk signals in this critical area. This result is consistent with the country's low-risk profile and points to highly effective quality control mechanisms prior to publication. Retractions can be complex events, but a rate significantly below the norm is a strong positive indicator. It suggests that the university's integrity culture and methodological rigor are robust, successfully preventing the systemic failures or recurring malpractice that a higher rate might imply.
The institution's Z-score of 0.792 marks a moderate deviation from the national average of -0.119, indicating a greater sensitivity to this risk factor than its peers. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this disproportionately higher rate signals a potential for scientific isolation or "echo chambers" where the institution validates its own work 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 0.937 is considerably higher than the national average of 0.179, revealing a high exposure to this risk. Although publishing in such journals is a challenge nationally, the university is more prone to this practice than its peers. This constitutes a critical alert regarding due diligence in selecting dissemination channels. This high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for information literacy to avoid wasting resources on "predatory" or low-quality practices.
With a Z-score of -0.330, the institution demonstrates notable resilience against a risk that is more pronounced at the national level (Z-score: 0.074). This suggests that internal control mechanisms are effectively mitigating systemic pressures related to authorship. While extensive author lists are legitimate in "Big Science," the university's controlled rate indicates it is successfully avoiding the dilution of individual accountability and transparency. This performance serves as a positive signal that the institution is effectively distinguishing between necessary massive collaboration and problematic "honorary" or political authorship practices.
The institution's Z-score of 0.364 shows a moderate deviation from the national average of -0.064, highlighting a sensitivity to this risk that is not typical for its environment. This wide positive gap—where overall impact is higher than the impact of research led by the institution—signals a potential sustainability risk. The value suggests that a portion of the university's scientific prestige may be dependent and exogenous, rather than structural. This invites reflection on whether excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of 0.003 represents a moderate deviation from the national average of -0.430, indicating the presence of risk signals that are unusual for the national standard. While high productivity can reflect leadership, extreme individual publication volumes often challenge the limits of human capacity for meaningful intellectual contribution. This indicator's value alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates a preventive isolation from a risk dynamic present at the national level (Z-score: 0.119). This result shows that the university does not replicate the risk patterns observed in its environment, marking a significant strength. By avoiding excessive dependence on its own journals, the institution effectively sidesteps potential conflicts of interest and academic endogamy. This commitment to external channels ensures that its scientific production undergoes independent peer review, which in turn enhances its global visibility and credibility, rather than using internal journals as "fast tracks" for publication.
The institution's Z-score of 1.506 indicates a moderate deviation and greater sensitivity to this risk compared to the national average of -0.245. This elevated value alerts to the potential practice of dividing coherent studies into minimal publishable units to artificially inflate productivity metrics. Such massive and recurring bibliographic overlap between publications, a key feature of "salami slicing," distorts the available scientific evidence and overburdens the peer review system. This pattern suggests a need to reinforce policies that prioritize the publication of significant new knowledge over sheer volume.
