| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.727 | 0.043 |
|
Retracted Output
|
0.699 | -0.174 |
|
Institutional Self-Citation
|
1.410 | 2.028 |
|
Discontinued Journals Output
|
0.300 | 1.078 |
|
Hyperauthored Output
|
-0.746 | -0.325 |
|
Leadership Impact Gap
|
-0.303 | -0.751 |
|
Hyperprolific Authors
|
-0.658 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-1.186 | 0.628 |
The Faculte des Sciences Oujda demonstrates a robust scientific integrity profile, reflected in a low overall risk score of 0.063. This solid foundation is built upon exceptional performance in preventing redundant publications and maintaining independence from institutional journals, alongside prudent management of authorship practices. These strengths provide a secure base for its recognized leadership in key thematic areas, including its national Top 10 rankings in Chemistry and Pharmacology, Toxicology and Pharmaceutics, as documented by the SCImago Institutions Rankings. However, to fully align with its mission of promoting 'cutting-edge scientific research,' the institution must address moderate risks related to retracted publications, institutional self-citation, and output in discontinued journals. These vulnerabilities, if left unmanaged, could challenge the perception of 'high-level' research by suggesting potential gaps in quality control and external validation. By proactively strengthening its review mechanisms and publication strategies, the Faculty can safeguard its reputation, ensure its research excellence is both genuine and globally recognized, and continue its trajectory as a leading scientific institution.
The institution shows a Z-score of -0.727, significantly lower than the national average of 0.043. This suggests a high degree of institutional resilience, as the Faculty successfully avoids the systemic risk of inflated affiliations prevalent at the national level. While multiple affiliations can be a legitimate outcome of collaboration, the institution's low rate indicates that its control mechanisms are effective in preventing strategic attempts to inflate institutional credit or “affiliation shopping,” thereby ensuring that academic contributions are clearly and accurately attributed.
The institution's Z-score for retracted publications is 0.699, a notable deviation from the national average of -0.174. This indicates a greater sensitivity to risk factors compared to its national peers, warranting a review of its pre-publication quality control processes. Retractions are complex events, and while some reflect responsible supervision, a rate significantly higher than the national standard alerts to a potential vulnerability in the institution's integrity culture. This suggests that quality control mechanisms may be failing to prevent recurring methodological flaws or malpractice, a situation that requires immediate qualitative verification by management to protect its scientific reputation.
With a Z-score of 1.410, the institution's rate of self-citation is lower than the national average of 2.028, indicating a differentiated management approach that successfully moderates a risk common throughout the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's relative control helps mitigate the risk of creating scientific 'echo chambers' where work is validated without sufficient external scrutiny, reducing the potential for endogamous impact inflation and suggesting its academic influence is less reliant on internal dynamics compared to the national trend.
The institution registers a Z-score of 0.300 for publications in discontinued journals, well below the national average of 1.078. This demonstrates effective, differentiated management that moderates a risk widely observed in the national context. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. By maintaining a lower rate, the institution shows a stronger commitment to avoiding media that fail to meet international ethical or quality standards, thereby protecting itself from the severe reputational risks associated with 'predatory' practices and ensuring research resources are not wasted.
The institution exhibits a Z-score of -0.746, which is considerably lower than the national average of -0.325. This points to a prudent profile, suggesting that the Faculty manages its authorship attribution processes with more rigor than the national standard. While extensive author lists are legitimate in certain 'Big Science' fields, the institution's low score indicates a robust defense against the risk of author list inflation. This helps maintain individual accountability and transparency, effectively distinguishing necessary massive collaboration from 'honorary' or political authorship practices.
The institution's Z-score for this indicator is -0.303, which, while low, is higher than the national average of -0.751. This represents an incipient vulnerability, as it shows signals that warrant review before they potentially escalate. A wide positive gap in this metric can signal a sustainability risk where scientific prestige is dependent on external partners rather than being structurally generated. The institution's score, being closer to zero than the national average, invites reflection on whether its excellence metrics are consistently derived from genuine internal capacity and intellectual leadership, or if there is a growing reliance on collaborations where it does not lead.
With a Z-score of -0.658, the institution demonstrates a significantly lower incidence of hyperprolific authorship compared to the national average of -0.158. This reflects a prudent profile where authorship processes are likely managed with greater rigor than the national standard. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The institution's low score indicates a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over pure metrics.
The institution's Z-score of -0.268 is identical to the national average, demonstrating perfect integrity synchrony in this area. This total alignment with an environment of maximum scientific security shows that the institution, like its national peers, avoids over-reliance on its own publication channels. This practice is crucial for preventing conflicts of interest where the institution might act as both judge and party. By ensuring its research undergoes independent external peer review, the Faculty avoids the risks of academic endogamy, enhances its global visibility, and upholds standard competitive validation for its scientific output.
The institution shows an exceptionally low Z-score of -1.186, in stark contrast to the national average of 0.628, which indicates a medium risk. This demonstrates a state of preventive isolation, where the institution does not replicate the problematic risk dynamics observed in its national environment. Massive and recurring bibliographic overlap between publications often indicates 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. The institution's excellent score signifies a strong commitment to publishing significant, coherent new knowledge rather than prioritizing volume, thereby protecting the integrity of the scientific evidence base.
