| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.096 | -0.253 |
|
Retracted Output
|
-0.268 | 0.054 |
|
Institutional Self-Citation
|
-0.403 | 0.155 |
|
Discontinued Journals Output
|
0.029 | -0.195 |
|
Hyperauthored Output
|
-0.981 | 0.622 |
|
Leadership Impact Gap
|
-1.386 | 0.371 |
|
Hyperprolific Authors
|
-1.022 | 0.402 |
|
Institutional Journal Output
|
-0.268 | -0.260 |
|
Redundant Output
|
0.436 | 0.506 |
The University of Macedonia demonstrates a robust scientific integrity profile, with an overall risk score of -0.430 that indicates performance significantly stronger than the global average. The institution's primary strengths lie in its capacity to resist systemic national risks, showing very low to low exposure in areas such as hyperprolific authorship, impact dependency, and institutional self-citation. However, two areas require strategic attention: the rate of publication in discontinued journals, which deviates from the national norm, and the rate of redundant output, which, while better than the country average, still signals a medium-level vulnerability. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Business, Management and Accounting (ranked 6th in Greece), Economics, Econometrics and Finance (7th), and Psychology (8th). This strong academic positioning aligns with its mission to foster "distinction" and "innovation." Nevertheless, the identified risks, particularly in publication channel selection, could undermine this pursuit of excellence and its commitment to connecting with society responsibly. To fully align its practices with its mission, the university is advised to implement targeted training and review policies focused on publication ethics and quality, thereby solidifying its already impressive foundation of scientific integrity.
The institution exhibits an exceptionally low rate of multiple affiliations, with a Z-score of -1.096 that is well below the national average of -0.253. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with a national context that is already characterized by low risk. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university's data, however, suggests a stable and transparent research community where affiliations are clear and not used for strategic inflation, reinforcing a culture of straightforward academic attribution.
The University of Macedonia demonstrates effective institutional resilience in its quality control mechanisms, reflected in a low Z-score of -0.268 for retracted output, which contrasts favorably with the medium-risk national average of 0.054. This suggests that the institution's internal supervision and review processes are successfully mitigating a systemic vulnerability observed elsewhere in the country. A high rate of retractions can indicate that quality control mechanisms are failing prior to publication. The university's low rate, however, points to a robust integrity culture that prevents recurring malpractice or a lack of methodological rigor, safeguarding its scientific record.
With a low Z-score of -0.403, the institution shows strong resilience against the national trend of institutional self-citation, which stands at a medium-risk level (Z-score: 0.155). This performance indicates that the university's research actively engages with the global scientific community rather than operating within an insular 'echo chamber.' While a certain level of self-citation is natural, the university's profile confirms its academic influence is validated by external scrutiny, effectively avoiding the risk of endogamous impact inflation and demonstrating a commitment to broad intellectual exchange.
A point for strategic review emerges in the rate of publication in discontinued journals, where the institution presents a medium-risk Z-score of 0.029, a moderate deviation from the low-risk national average of -0.195. This suggests a greater institutional sensitivity to this risk factor compared to its national peers. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This finding indicates that a portion of the university's scientific production may be channeled through media that do not meet international ethical or quality standards, creating reputational risks and signaling an urgent need to enhance information literacy among researchers to avoid predatory practices.
The University of Macedonia effectively resists the national trend toward hyper-authorship, showing a low Z-score of -0.981 while the country's average is at a medium-risk level (0.622). This demonstrates strong institutional resilience. Outside of 'Big Science' contexts, high rates in this indicator can signal author list inflation, which dilutes individual accountability. The university's publication patterns, however, do not show these signs, suggesting that authorship is granted based on meaningful contribution and reinforcing a culture of transparency and scientific responsibility.
The institution exhibits a very low-risk profile in its impact gap (Z-score: -1.386), indicating a strong alignment between its overall impact and the impact of research where it holds intellectual leadership. This performance signifies a preventive isolation from the medium-risk dynamic observed nationally (Z-score: 0.371), where dependency on external partners is more common. A wide positive gap can signal that scientific prestige is dependent and exogenous. In contrast, the university's result suggests its prestige is structural and sustainable, built upon genuine internal capacity and intellectual leadership.
The university shows a clear disconnection from the national trend of hyperprolific authorship, with a very low-risk Z-score of -1.022 while the country average is at a medium-risk level (0.402). This preventive isolation suggests a healthy institutional balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks such as coercive authorship or 'salami slicing.' The absence of this signal indicates that the institution upholds the integrity of its scientific record by prioritizing significant contributions over inflated metrics.
The institution's rate of publication in its own journals (Z-score: -0.268) demonstrates integrity synchrony with the very low-risk national standard (Z-score: -0.260). This alignment reflects a shared commitment to avoiding academic endogamy and its associated conflicts of interest. By ensuring its scientific production does not bypass independent external peer review, the university promotes global visibility and competitive validation, reinforcing the credibility of its research output and mitigating the risk of using internal channels as 'fast tracks' to inflate publication counts.
In the context of redundant publications, the University of Macedonia shows evidence of differentiated management. Although its Z-score of 0.436 places it in the medium-risk category, it is notably lower than the national average of 0.506, which reflects a shared systemic pattern. This indicates the institution is successfully moderating a risk that is common in its environment. However, the medium-risk signal still serves as an alert to the potential practice of 'salami slicing'—dividing a study into minimal publishable units to artificially inflate productivity. Continued attention is warranted to ensure that research prioritizes significant new knowledge over volume, thereby protecting the integrity of the scientific evidence base.
