| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
4.703 | 0.648 |
|
Retracted Output
|
-0.616 | -0.189 |
|
Institutional Self-Citation
|
0.740 | -0.200 |
|
Discontinued Journals Output
|
-0.322 | -0.450 |
|
Hyperauthored Output
|
2.136 | 0.859 |
|
Leadership Impact Gap
|
0.390 | 0.512 |
|
Hyperprolific Authors
|
0.923 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.967 | 0.387 |
The Ecole Nationale Superieure d'Ingenieurs de Caen et Centre de Recherche (ENSICAEN) presents a complex scientific integrity profile, with an overall risk score of 0.498 indicating areas of notable strength alongside significant vulnerabilities that require strategic attention. The institution demonstrates exemplary performance in maintaining a very low rate of retracted publications and minimal use of institutional journals, signaling robust quality control and a commitment to external validation. However, these strengths are contrasted by significant risk signals in the rates of multiple affiliations and hyper-authored output, which substantially exceed national averages. These specific vulnerabilities could suggest systemic pressures that prioritize metric performance over transparent and accountable research practices. According to SCImago Institutions Rankings data, ENSICAEN's research excellence is particularly pronounced in key thematic areas such as Energy, Biochemistry, Genetics and Molecular Biology, and Chemistry. While these rankings affirm the institution's scientific capacity, the identified integrity risks, particularly those related to authorship and affiliation, could undermine the perceived legitimacy of this success. Any institutional mission focused on excellence and societal contribution is inherently threatened when practices suggest an inflation of credit rather than genuine scientific achievement. To safeguard its reputation and build upon its clear thematic strengths, it is recommended that ENSICAEN undertakes a focused review of its authorship and affiliation policies to ensure they fully align with international best practices for scientific integrity.
The institution's Z-score for this indicator is 4.703, a value that stands in stark contrast to the French national average of 0.648. This significant disparity suggests that the institution is not only participating in a national trend but is amplifying it considerably, making it a focal point of this particular risk. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this disproportionately high rate serves as a critical alert. It may signal strategic attempts to inflate institutional credit or "affiliation shopping," where affiliations are sought for prestige rather than substantive collaboration. This practice can dilute institutional identity and create a misleading picture of the institution's research ecosystem, warranting an immediate review of affiliation policies to ensure they reflect genuine and active contributions.
With a Z-score of -0.616, the institution demonstrates an exceptionally low rate of retracted publications, performing more robustly than the already low national average of -0.189. This result indicates a strong and consistent alignment with national standards for research quality and reliability. The absence of significant risk signals in this area is a positive sign, suggesting that the quality control mechanisms in place prior to publication are highly effective. This performance points to a healthy integrity culture and a high degree of methodological rigor, successfully preventing the types of errors or misconduct that typically lead to retractions and reinforcing the credibility of the institution's scientific record.
The institution exhibits a Z-score of 0.740 in institutional self-citation, which marks a moderate deviation from the French national average of -0.200. This suggests the institution is more sensitive to this risk factor than its national peers. A certain level of self-citation is natural and reflects the continuity of established research lines; however, this elevated rate could signal the formation of 'echo chambers' where work is validated internally without sufficient external scrutiny. This pattern warns of a potential for endogamous impact inflation, where the institution's academic influence might be oversized by internal dynamics rather than by broader recognition from the global scientific community, a trend that merits closer monitoring.
The institution's Z-score of -0.322 indicates a low rate of publication in discontinued journals, yet it represents a slight divergence from the national context, where the average score is -0.450. This finding suggests the emergence of minor risk signals that are not as prevalent across the rest of the country. While the overall risk is low, this slight increase warrants attention. A high proportion of output in such journals can be a critical alert regarding due diligence in selecting dissemination channels. This minor signal should prompt a proactive review of guidance provided to researchers on identifying reputable journals to prevent any potential exposure to 'predatory' or low-quality practices that could tarnish the institution's reputation.
With a Z-score of 2.136, the institution's rate of hyper-authored output is significantly higher than the French national average of 0.859. This indicates that the institution is amplifying a vulnerability already present in the national system, making it a point of acute concern. In specific 'Big Science' fields, extensive author lists are legitimate; however, when this pattern is widespread, it can indicate author list inflation, which dilutes individual accountability. This high value serves as a strong signal to investigate authorship practices and distinguish between necessary massive collaboration and the potential inclusion of 'honorary' authors, a practice that compromises transparency and the integrity of the research record.
The institution's Z-score for this indicator is 0.390, which is lower than the national average of 0.512. This suggests a more effective management of research leadership compared to the national trend. The data indicates that while a gap exists, the institution shows a greater ability to moderate the risk of impact dependency than its peers. A wide positive gap can signal that scientific prestige is overly reliant on external partners rather than on internal capacity. The institution's more contained score suggests that it is building a more sustainable research model where its own intellectual leadership contributes more significantly to its overall impact, reducing the risk of its prestige being perceived as exogenous or purely strategic.
The institution registers a Z-score of 0.923 for hyperprolific authors, a figure that shows a moderate deviation from the national average of -0.654. This indicates a greater sensitivity to this risk factor compared to the national standard. While high productivity can reflect leadership, extreme individual publication volumes challenge the perceived limits of meaningful intellectual contribution. This elevated indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation. It suggests a need to review the institutional environment to ensure that evaluation metrics are not inadvertently promoting volume over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the French national average of -0.246, demonstrating total alignment with an environment of maximum scientific security in this domain. This synchrony indicates a strong commitment to external, independent peer review. By avoiding dependence on in-house journals, which can create conflicts of interest, the institution ensures its scientific production is validated through standard competitive channels. This practice enhances the global visibility and credibility of its research, confirming that internal 'fast tracks' are not being used to inflate publication metrics, thereby reinforcing the integrity of its academic output.
With a Z-score of 0.967, the institution's rate of redundant output is notably higher than the national average of 0.387, even though both fall within a similar risk category. This suggests the institution has a higher exposure and is more prone to showing alert signals for this practice than its peers. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' where a single study is divided into minimal units to inflate productivity. This elevated rate warns that such practices may be distorting the scientific evidence produced by the institution and over-burdening the review system, prioritizing publication volume over the generation of significant new knowledge.
