| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.534 | 0.635 |
|
Retracted Output
|
-0.296 | 1.175 |
|
Institutional Self-Citation
|
0.412 | -0.295 |
|
Discontinued Journals Output
|
1.108 | 0.542 |
|
Hyperauthored Output
|
-0.563 | 0.004 |
|
Leadership Impact Gap
|
-1.127 | 0.113 |
|
Hyperprolific Authors
|
-1.413 | -1.305 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.990 | 0.597 |
Université Gaston Berger de Saint-Louis presents a balanced scientific integrity profile, with an overall risk score of -0.103 that indicates a general alignment with expected standards. The institution demonstrates significant strengths and a robust internal culture in key areas, particularly in fostering independent research leadership, maintaining a healthy publication rate per author, and avoiding academic endogamy through institutional journals. These strengths are foundational. However, this solid base is contrasted by medium-risk indicators in institutional self-citation, publication in discontinued journals, and redundant output, which require strategic attention. According to SCImago Institutions Rankings data, the university holds a prominent national position, ranking first in Social Sciences and second in Agricultural and Biological Sciences, Earth and Planetary Sciences, and Mathematics within Senegal. While a specific mission statement was not available for analysis, any institutional mission centered on academic excellence and societal contribution is inherently supported by its strengths in research autonomy but threatened by practices that could lead to reputational damage or scientific isolation. Addressing the identified vulnerabilities will be crucial to ensure that its strong thematic performance is built upon a foundation of unquestionable scientific integrity, thereby solidifying its leadership role both nationally and continentally.
With a Z-score of -0.534, the institution demonstrates a low-risk profile in multiple affiliations, contrasting with the country's medium-risk average of 0.635. This indicates a notable institutional resilience, suggesting that internal control mechanisms are effectively mitigating systemic risks prevalent in the national environment. While multiple affiliations can be legitimate, the university's lower rate suggests it has successfully avoided the trend of "affiliation shopping" or strategic credit inflation, ensuring that institutional attributions accurately reflect substantive collaboration and contribution.
The institution maintains a low-risk Z-score of -0.296 for retracted publications, a figure that stands in sharp contrast to the country's significant-risk score of 1.175. This disparity highlights the university's role as an effective filter, acting as a firewall against national risk practices in this critical area. While a high national rate can point to systemic issues, the institution's performance suggests its quality control and supervision mechanisms prior to publication are robust and successful. This strong internal governance protects its scientific record and reputation from the vulnerabilities affecting the broader national context.
The university's Z-score for institutional self-citation is 0.412, placing it in the medium-risk category and representing a moderate deviation from the country's low-risk average of -0.295. This suggests the institution is more sensitive to this particular risk factor than its national peers. A disproportionately high rate of self-citation can signal the development of scientific 'echo chambers,' where research is validated internally without sufficient external scrutiny. This trend warns of a potential for endogamous impact inflation, where the institution's perceived academic influence may be magnified by internal dynamics rather than by recognition from the global scientific community.
With a Z-score of 1.108, the institution shows a medium-risk level for publishing in discontinued journals, a score notably higher than the national medium-risk average of 0.542. This indicates a high exposure to this risk, suggesting the center is more prone to these alert signals than its environment. A high proportion of publications in such journals is a critical alert regarding due diligence in selecting dissemination channels. This practice exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy among its researchers to avoid channeling valuable scientific work into predatory or low-quality outlets.
The institution's Z-score of -0.563 reflects a low risk of hyper-authorship, demonstrating institutional resilience when compared to the country's medium-risk average of 0.004. This suggests that the university's control mechanisms are effectively mitigating a systemic risk present at the national level. By maintaining a lower rate, the institution shows a commitment to preventing author list inflation and ensuring that authorship reflects genuine intellectual contribution. This fosters a culture of individual accountability and transparency, distinguishing necessary large-scale collaboration from potentially problematic 'honorary' authorship practices.
The university exhibits a Z-score of -1.127, a very low-risk value that signifies a state of preventive isolation from the national trend, where the country's score is 0.113 (medium risk). This excellent result indicates that the institution does not replicate the risk dynamics observed in its environment. A low score in this indicator is a powerful sign of sustainable and autonomous research capacity. It demonstrates that the institution's scientific prestige is structural and endogenous, built upon research where it exercises intellectual leadership, rather than being dependent on the impact generated by external collaborators.
In the area of hyperprolific authorship, the institution's Z-score of -1.413 signals a total operational silence, as it is even lower than the country's very low-risk average of -1.305. This complete absence of risk signals points to a research environment that prioritizes quality and meaningful intellectual contribution over sheer volume. It suggests that the institutional culture effectively discourages practices that can arise from metric-driven pressures, such as coercive authorship or assigning credit without real participation, thereby safeguarding the integrity of its scientific record.
The institution's Z-score of -0.268 for output in its own journals is identical to the country's average, placing both in the very low-risk category. This reflects a perfect integrity synchrony and a total alignment with an environment of maximum scientific security. This shared commitment to minimizing reliance on in-house journals avoids potential conflicts of interest and academic endogamy. By prioritizing independent, external peer review, the institution ensures its scientific production is validated through competitive international channels, enhancing its global visibility and credibility.
With a Z-score of 0.990, the institution shows a medium-risk level for redundant output, a figure that indicates high exposure as it is more pronounced than the national medium-risk average of 0.597. This elevated score serves as an alert for the potential practice of 'salami slicing,' where a single coherent study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only overburdens the peer review system but also distorts the available scientific evidence, prioritizing publication volume over the generation of significant and impactful new knowledge.