| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.395 | 0.043 |
|
Retracted Output
|
-0.390 | -0.174 |
|
Institutional Self-Citation
|
2.122 | 2.028 |
|
Discontinued Journals Output
|
1.199 | 1.078 |
|
Hyperauthored Output
|
-1.196 | -0.325 |
|
Leadership Impact Gap
|
-1.532 | -0.751 |
|
Hyperprolific Authors
|
0.783 | -0.158 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.727 | 0.628 |
The Faculte des Sciences Ben M'Sick demonstrates a generally positive scientific integrity profile, reflected in its overall risk score of 0.141. The institution exhibits significant strengths and very low risk in critical areas such as the Rate of Retracted Output, Hyper-Authored Output, the gap between internal and external impact, and publication in its own journals. These results indicate robust internal controls and a healthy research culture in key aspects of scientific practice. However, areas requiring strategic attention have been identified, particularly a medium-level risk in Institutional Self-Citation, Output in Discontinued Journals, the presence of Hyperprolific Authors, and Redundant Output. According to SCImago Institutions Rankings data, the faculty's strongest research areas nationally include Pharmacology, Toxicology and Pharmaceutics (ranked 2nd), Computer Science (ranked 4th), and Mathematics (ranked 5th). As the institution's mission statement was not available for this analysis, a direct alignment assessment cannot be performed. Nevertheless, the identified medium-risk indicators, such as potential 'echo chambers' from self-citation or reputational exposure from discontinued journals, could challenge core values of excellence and social responsibility common to higher education. Addressing these vulnerabilities proactively will be crucial to safeguarding the institution's reputation and ensuring its research contributions are both impactful and unimpeachable.
The institution shows a Z-score of -0.395, indicating a low risk level that contrasts favorably with the national average of 0.043, which is in the medium risk range. This demonstrates a notable institutional resilience, suggesting that the faculty's internal policies or researcher practices effectively mitigate the systemic pressures for affiliation inflation that appear to be more prevalent across the country. While multiple affiliations can be legitimate, the institution's lower rate suggests it is successfully avoiding patterns that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping," thereby maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of -0.390, the institution operates at a very low risk level, which is even lower than the country's already low-risk average of -0.174. This result points to a commendable low-profile consistency, where the near-total absence of risk signals aligns with and improves upon the national standard. A high rate of retractions can suggest systemic failures in pre-publication quality control. In this case, the institution's excellent performance indicates that its mechanisms for ensuring methodological rigor and research integrity are robust, effectively preventing the types of errors or malpractice that lead to retractions and reinforcing a culture of responsible scientific conduct.
The faculty's Z-score for this indicator is 2.122, a medium risk level that is slightly higher than the national average of 2.028. This suggests a high exposure to this risk, indicating the institution is more prone to this behavior than its peers. A certain level of self-citation is natural to show the progression of research lines, but this elevated rate warns of a potential 'echo chamber' effect. There is a risk that the institution's academic influence is being inflated by internal dynamics rather than validated by the broader scientific community, which could lead to an endogamous impact that lacks sufficient external scrutiny.
The institution exhibits a Z-score of 1.199, a medium risk value that is slightly above the national average of 1.078. This position indicates a high exposure to this risk, suggesting the faculty is more susceptible than its national counterparts to publishing in questionable outlets. A high proportion of publications in journals that cease to meet international ethical or quality standards is a critical alert. It suggests a potential gap in due diligence when selecting publication venues, exposing the institution to severe reputational damage and indicating an urgent need to enhance information literacy among researchers to avoid channeling valuable work into predatory or low-quality media.
With a Z-score of -1.196, the institution maintains a very low risk level, significantly better than the country's low-risk average of -0.325. This demonstrates low-profile consistency, as the absence of risk signals is in harmony with the national context. Hyper-authorship is often legitimate in "Big Science," but outside of those fields, it can signal inflation of author lists. The institution's very low score indicates that its authorship practices are transparent and accountable, successfully distinguishing between necessary large-scale collaboration and questionable "honorary" authorship, thereby upholding individual responsibility.
The institution's Z-score of -1.532 places it in the very low risk category, a stronger position than the national average of -0.751 (low risk). This excellent result signifies low-profile consistency, where the institution's strong performance aligns with the secure national trend. A wide positive gap in this indicator can signal a dependency on external partners for impact, suggesting that prestige is exogenous rather than built on internal capacity. The faculty's negative score indicates the opposite: the research it leads is as impactful, if not more so, than its collaborative output. This points to a sustainable and robust internal research capability, where scientific excellence is structural and driven by its own intellectual leadership.
The institution presents a Z-score of 0.783, corresponding to a medium risk level. This marks a moderate deviation from the national context, where the average score is -0.158 (low risk), indicating the faculty shows a greater sensitivity to this risk factor than its peers. While high productivity can reflect leadership, extreme publication volumes challenge the limits of meaningful intellectual contribution. This indicator serves as an alert for potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of credit without real participation. It highlights a need to review internal dynamics to ensure that publication metrics do not overshadow the integrity of the scientific record.
The institution's Z-score of -0.268 is identical to the national average, placing both in the very low risk category. This reflects a perfect integrity synchrony, showing total alignment with a national environment of maximum scientific security in this regard. While institutional journals can be useful, over-reliance on them can create conflicts of interest and academic endogamy by bypassing external peer review. The faculty's very low score demonstrates that it avoids these risks, ensuring its scientific output is validated through competitive, independent channels and thereby maximizing its global visibility and credibility.
With a Z-score of 0.727, the institution is in the medium risk category, a score that is slightly higher than the national average of 0.628. This indicates a high exposure to this risk, suggesting the faculty is more prone to this practice than the national average. Significant bibliographic overlap between publications can be a sign of 'salami slicing,' where a single study is fragmented into minimal units to inflate publication counts. This practice distorts the scientific evidence and overburdens the peer review system. The medium-risk signal suggests a need to promote a culture that prioritizes the publication of significant, coherent new knowledge over sheer volume.
