| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.093 | 0.648 |
|
Retracted Output
|
-0.343 | -0.189 |
|
Institutional Self-Citation
|
-0.213 | -0.200 |
|
Discontinued Journals Output
|
-0.232 | -0.450 |
|
Hyperauthored Output
|
-0.673 | 0.859 |
|
Leadership Impact Gap
|
-0.819 | 0.512 |
|
Hyperprolific Authors
|
-0.548 | -0.654 |
|
Institutional Journal Output
|
-0.003 | -0.246 |
|
Redundant Output
|
0.361 | 0.387 |
The Conservatoire National des Arts et Metiers demonstrates a robust scientific integrity profile, with an overall score of -0.281 that reflects a performance generally superior to the national standard. The institution's primary strengths lie in its exceptional management of research leadership and impact, showcasing strong internal capacity and a clear disconnection from national risk trends in hyper-authorship and multiple affiliations. These results are particularly aligned with the institution's thematic excellence, as evidenced by its high national rankings in the SCImago Institutions Rankings for critical fields such as Biochemistry, Genetics and Molecular Biology, Physics and Astronomy, Mathematics, and Psychology. However, a medium-risk signal in redundant output, mirroring a national pattern, presents a notable vulnerability. This practice, if unaddressed, could subtly undermine the institution's mission to foster a high-quality "Search" and a reliable "scientific and technical culture" by prioritizing publication volume over substantive contribution. To fully honor its commitment to excellence and lifelong learning, it is recommended that the institution leverage this analysis to reinforce best practices, particularly concerning publication strategy, thereby ensuring its commendable integrity profile continues to support its distinguished academic reputation.
The institution exhibits notable resilience against a national trend of elevated multiple affiliations, with its Z-score of -0.093 contrasting sharply with the country's medium-risk score of 0.648. This indicates that while there may be systemic pressures or practices leading to higher rates across France, the institution's internal governance and control mechanisms are effectively mitigating this risk. While multiple affiliations can be legitimate, this strong performance suggests the institution successfully prevents strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby maintaining clear and transparent attributions of its research output.
With a Z-score of -0.343, the institution demonstrates a more prudent profile regarding retracted publications compared to the national average of -0.189. This superior performance suggests that its pre-publication quality control mechanisms and institutional supervision are more rigorous than the national standard. A low rate of retractions is a positive sign of a healthy integrity culture, indicating that potential methodological flaws or malpractice are being effectively identified and corrected internally, preventing their entry into the formal scientific record and reinforcing the reliability of its research.
The institution's rate of self-citation (Z-score: -0.213) is statistically normal and aligns closely with the national benchmark (Z-score: -0.200). This alignment indicates a healthy and expected level of risk for its context, reflecting the natural continuity of established research lines without signaling scientific isolation. The data suggests the institution avoids creating 'echo chambers' where work is validated internally, ensuring its academic influence is appropriately measured by global community recognition rather than being oversized by endogamous citation dynamics.
A slight divergence is noted in the publication rate in discontinued journals, where the institution's Z-score of -0.232 indicates a low-level risk signal that is not apparent in the country's very low-risk baseline of -0.450. This suggests a minor but present tendency to publish in channels that may not meet long-term international quality or ethical standards. While the risk is not high, this finding points to a need for enhanced due diligence and information literacy among researchers to avoid reputational harm and ensure that scientific output is directed toward stable, high-quality dissemination venues.
The institution effectively acts as a filter against the national tendency towards hyper-authorship, posting a very low Z-score of -0.673 in a country where this indicator is a medium-level risk (Z-score: 0.859). This demonstrates robust institutional control over authorship practices. By maintaining such a low rate, the institution successfully distinguishes between necessary, large-scale scientific collaboration and potentially problematic practices like author list inflation or 'honorary' authorships, thereby upholding individual accountability and transparency in its research contributions.
The institution shows a profound and positive disconnection from national risk dynamics concerning impact dependency. Its very low Z-score of -0.819 stands in stark contrast to the country's medium-risk score of 0.512, indicating a preventive isolation from this vulnerability. This result signifies that the institution's scientific prestige is structural and generated by its own intellectual leadership, rather than being dependent on collaborations where it does not lead. This demonstrates a high degree of internal capacity and ensures the sustainability of its research excellence.
An incipient vulnerability is detected in the rate of hyperprolific authors. Although the institution's risk level is low (Z-score: -0.548), it is slightly more pronounced than the national average (Z-score: -0.654), suggesting a signal that warrants review before it escalates. Extreme individual publication volumes can challenge the perceived limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. This metric serves as a prompt to ensure that high productivity is a result of genuine leadership and not indicative of risks such as coercive authorship or other practices that prioritize metrics over scientific integrity.
A slight divergence from the national standard is observed in the rate of publication in institutional journals. The institution's Z-score of -0.003, while in the low-risk category, is higher than the country's very low-risk baseline of -0.246. This indicates a minor signal of activity not seen as prominently elsewhere in the country. This practice carries a potential conflict of interest, as the institution acts as both judge and party. It is a warning of possible academic endogamy, where production might bypass rigorous external peer review, potentially limiting global visibility and creating 'fast tracks' for publication without standard competitive validation.
The institution's rate of redundant output registers as a medium-level risk (Z-score: 0.361), a finding that is consistent with the national average (Z-score: 0.387). This alignment suggests that the institution is reflecting a systemic pattern of publication behavior prevalent within the country. This indicator is a critical alert for the practice of 'salami slicing,' where a single study is fragmented into multiple minimal publications to inflate productivity metrics. This behavior distorts the scientific evidence base and overburdens the review system, prioritizing publication volume over the dissemination of significant, coherent knowledge.
