| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.560 | 2.187 |
|
Retracted Output
|
-0.400 | 0.849 |
|
Institutional Self-Citation
|
-0.168 | 0.822 |
|
Discontinued Journals Output
|
-0.124 | 0.680 |
|
Hyperauthored Output
|
-1.140 | -0.618 |
|
Leadership Impact Gap
|
1.009 | -0.159 |
|
Hyperprolific Authors
|
0.491 | 0.153 |
|
Institutional Journal Output
|
-0.268 | -0.130 |
|
Redundant Output
|
0.175 | 0.214 |
Matrouh University presents a strong scientific integrity profile, with an overall risk score of -0.285 that indicates a robust and well-managed research environment. The institution demonstrates exceptional control in several key areas, effectively insulating itself from higher-risk trends observed at the national level. Strengths are particularly evident in the near-zero rates of retracted output, multiple affiliations, and publications in institutional journals, signaling a culture of rigorous quality control and a commitment to external validation. However, strategic attention is required for a few indicators that reflect systemic national challenges, namely the rate of hyperprolific authors and redundant publications. The most significant vulnerability identified is the gap between the impact of its total output and that of research where it holds leadership, suggesting a dependency on external collaborations that could pose a long-term sustainability risk. These findings are critical in the context of the university's recognized thematic strengths, including top-tier regional rankings in Pharmacology, Toxicology and Pharmaceutics, Veterinary, and Agricultural and Biological Sciences, as per SCImago Institutions Rankings data. To uphold a mission of excellence and social responsibility, it is crucial to ensure that this academic prestige is built upon a foundation of self-driven intellectual leadership and sustainable publication practices. By proactively addressing the identified areas of dependency and systemic risk, Matrouh University can further solidify its scientific integrity and ensure its notable thematic achievements translate into lasting, independent global impact.
With an institutional Z-score of -1.560 compared to the national average of 2.187, Matrouh University demonstrates a clear operational disconnection from the country's wider dynamics. This very low rate suggests the institution maintains strong internal governance regarding researcher affiliations, effectively preventing the replication of risk behaviors observed elsewhere in the national system. While multiple affiliations can be legitimate, the university's profile indicates a focus on substantive collaborations rather than strategic attempts to inflate institutional credit through "affiliation shopping," thereby preserving the clarity and integrity of its academic contributions.
The university's Z-score of -0.400 stands in stark contrast to the national average of 0.849, indicating a state of preventive isolation from systemic integrity risks. This near-absence of retractions suggests that the institution's quality control and supervision mechanisms prior to publication are exceptionally effective. Rather than being a sign of recurring malpractice or a lack of methodological rigor, this result points to a robust integrity culture that successfully filters out potential errors, a clear strength when compared to the vulnerabilities present in the broader national environment.
Matrouh University shows notable institutional resilience with a Z-score of -0.168, well below the national average of 0.822. This performance indicates that the university’s control mechanisms successfully mitigate the systemic risk of excessive self-citation prevalent in the country. The low rate suggests the institution avoids the pitfalls of scientific isolation or 'echo chambers,' ensuring its work is validated by the broader global community rather than through internal dynamics. This fosters genuine academic influence and sidesteps the risk of endogamously inflating its perceived impact.
The institution demonstrates effective risk mitigation with a Z-score of -0.124, significantly healthier than the national average of 0.680. This resilience suggests that the university acts as a filter against the country's systemic tendency to publish in low-quality venues. By maintaining a low rate of output in discontinued journals, the institution showcases strong due diligence in selecting dissemination channels, thereby protecting its reputation and research investment from the severe risks associated with 'predatory' or substandard publishing practices.
With a Z-score of -1.140, which is even lower than the country's low-risk score of -0.618, the university exhibits a profile of low-risk consistency. The complete absence of risk signals in this area aligns with and reinforces the national standard of responsible authorship. This indicates that the institution's authorship practices are transparent and maintain individual accountability, successfully distinguishing between necessary large-scale collaboration and potentially problematic 'honorary' authorship, thereby upholding the integrity of its research credits.
The university's Z-score of 1.009 marks a moderate deviation from the national average of -0.159, highlighting an area of potential vulnerability. This score suggests the institution shows a greater sensitivity to this risk factor than its national peers. The wide positive gap indicates that a significant portion of the university's scientific prestige may be dependent on collaborations where it does not exercise intellectual leadership. This reliance on exogenous impact poses a sustainability risk, inviting a strategic reflection on how to build more structural, internal capacity to ensure excellence metrics reflect self-driven research achievements.
At 0.491, the university's Z-score is notably higher than the national average of 0.153, even though both fall within the same risk category. This indicates a high exposure, suggesting the institution is more prone than its peers to the risks associated with extreme individual publication volumes. This pattern warrants review, as it can signal imbalances between quantity and quality or point to practices like coercive authorship. It is a critical alert to ensure that productivity metrics do not overshadow the integrity of the scientific record and meaningful intellectual contribution.
The university's Z-score of -0.268, compared to the country's -0.130, signifies a state of total operational silence on this indicator. This exemplary performance, which is even better than the already low-risk national average, demonstrates a profound commitment to external, independent peer review. By avoiding reliance on in-house journals, the institution completely sidesteps potential conflicts of interest and the risk of academic endogamy, reinforcing its global outlook and ensuring its research is validated through standard competitive channels.
With a Z-score of 0.175, closely mirroring the national average of 0.214, the university's performance reflects a systemic pattern. This alignment suggests that the risk level is shaped by shared practices or norms at a national level rather than by unique institutional factors. The score serves as an alert to the practice of 'salami slicing,' where studies may be fragmented into minimal publishable units to artificially inflate productivity. This behavior, common to the environment, distorts the scientific evidence base and prioritizes volume over the generation of significant new knowledge.