| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.446 | 0.936 |
|
Retracted Output
|
-0.202 | 0.771 |
|
Institutional Self-Citation
|
3.234 | 0.909 |
|
Discontinued Journals Output
|
0.496 | 0.157 |
|
Hyperauthored Output
|
-1.263 | -1.105 |
|
Leadership Impact Gap
|
-3.137 | 0.081 |
|
Hyperprolific Authors
|
-1.413 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
4.539 | 0.966 |
The Centre Universitaire Abdelhafid Boussouf de Mila presents a complex scientific integrity profile, marked by a clear dichotomy between areas of exceptional control and zones of significant risk, culminating in an overall score of 0.184. The institution demonstrates remarkable strengths and very low risk in maintaining scientific autonomy (Gap between Impact of total output and the impact of output with leadership), ensuring authorship accountability (Rate of Hyper-Authored Output and Rate of Hyperprolific Authors), and promoting external validation (Rate of Output in Institutional Journals). However, these strengths are critically undermined by significant alerts in the Rate of Institutional Self-Citation and the Rate of Redundant Output, which suggest systemic issues with impact inflation and publication strategy. Thematically, the institution shows notable positioning in Earth and Planetary Sciences, Environmental Science, and Mathematics, according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, the identified high-risk practices directly challenge the universal academic principles of excellence and social responsibility. Inflating impact through self-citation and fragmenting knowledge through redundant publications contradict the pursuit of genuine, externally validated scientific advancement. To secure its strategic position and ensure long-term reputational health, the Centre must urgently address these vulnerabilities, leveraging its clear governance strengths to implement corrective measures that align its publication culture with its demonstrated capacity for scientific leadership.
The institution presents a Z-score of 1.446, which is notably higher than the national average of 0.936. Although both the Centre and the country operate within a medium-risk context for this indicator, the institution shows a greater propensity for this practice. This suggests a high exposure to the risks associated with multiple affiliations. While often a legitimate result of collaboration, the Centre's elevated rate compared to its peers could signal a more aggressive strategy to inflate institutional credit or engage in “affiliation shopping,” a dynamic that warrants closer examination to ensure all declared affiliations correspond to substantive scientific contributions.
With a Z-score of -0.202, the institution demonstrates a low-risk profile that contrasts sharply with the medium-risk national average of 0.771. This indicates a notable degree of institutional resilience, where internal control mechanisms appear to be successfully mitigating the systemic risks observed elsewhere in the country. This low rate suggests that the Centre's quality control and supervision processes prior to publication are effective. Rather than indicating systemic failures, the occasional retraction can be seen as a sign of responsible scientific practice and the honest correction of errors, a positive signal of a healthy integrity culture.
The institution's Z-score for this indicator is 3.234, a significant-risk value that starkly accentuates the medium-risk vulnerability present in the national system (0.909). This critical score suggests the Centre is not just participating in but amplifying a national trend, creating a concerning scientific 'echo chamber.' Such a disproportionately high rate warns of severe endogamous impact inflation, where the institution's academic influence may be artificially oversized by internal validation rather than by recognition from the global scientific community. This practice signals a potential for scientific isolation that could compromise the external credibility of its research.
The Centre's Z-score of 0.496 is considerably higher than the national average of 0.157, placing it in a position of high exposure within a shared medium-risk environment. This moderate deviation indicates that the institution is more sensitive than its national peers to the risk of publishing in questionable outlets. This pattern constitutes a critical alert regarding the due diligence applied in selecting dissemination channels, as it suggests a significant portion of its scientific output may be channeled through media failing to meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy to avoid 'predatory' practices.
The institution exhibits a Z-score of -1.263, a very low-risk signal that is even stronger than the low-risk national standard of -1.105. This demonstrates a low-profile consistency, where the absence of risk signals aligns with, and even improves upon, the national norm. This exemplary score indicates that the Centre's authorship practices are well-governed, effectively distinguishing between necessary large-scale collaboration and the potential for author list inflation. It reflects a culture of transparency and individual accountability in authorship, which is a cornerstone of scientific integrity.
With a Z-score of -3.137, the institution shows a very low-risk profile, demonstrating a profound preventive isolation from the medium-level risk observed nationally (0.081). This exceptional result is a powerful indicator of scientific sustainability and autonomy. It signifies that the institution's scientific prestige is not dependent on external partners but is driven by its own structural capacity and intellectual leadership. This finding suggests that the Centre's excellence metrics are the result of genuine internal research capabilities, a key strength for long-term strategic development.
The institution's Z-score of -1.413 signifies a complete absence of risk signals, performing even better than the already very low-risk national average of -0.967. This state of total operational silence indicates an outstanding institutional environment where productivity is balanced with quality. The data suggests that the Centre is free from dynamics such as coercive authorship or the pressure to publish at extreme volumes, ensuring that authorship is overwhelmingly tied to meaningful intellectual contribution and that the integrity of the scientific record is prioritized over simple metrics.
The Centre's Z-score of -0.268 is identical to the national average, reflecting a perfect integrity synchrony within an environment of maximum scientific security. This alignment indicates a shared commitment to avoiding academic endogamy and the conflicts of interest that can arise from over-reliance on in-house journals. By channeling its research through external venues, the institution ensures its work undergoes independent peer review, thereby securing global visibility and competitive validation rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of 4.539 is a critical red flag, indicating a significant-risk activity that severely accentuates the medium-risk vulnerability seen at the national level (0.966). This extreme value alerts to a probable systemic practice of 'salami slicing,' where coherent studies are fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence and overburdens the peer review system but also points to a research culture that may be prioritizing volume over the generation of significant, impactful knowledge, requiring urgent review and intervention.
