| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.647 | 0.648 |
|
Retracted Output
|
-0.315 | -0.189 |
|
Institutional Self-Citation
|
-0.498 | -0.200 |
|
Discontinued Journals Output
|
-0.503 | -0.450 |
|
Hyperauthored Output
|
2.206 | 0.859 |
|
Leadership Impact Gap
|
1.295 | 0.512 |
|
Hyperprolific Authors
|
-0.209 | -0.654 |
|
Institutional Journal Output
|
-0.264 | -0.246 |
|
Redundant Output
|
0.235 | 0.387 |
Université de Paris Cité demonstrates a robust scientific integrity profile, with an overall risk score of -0.145 indicating a performance that is healthier than the global average. The institution exhibits significant strengths in maintaining very low-risk levels for output in discontinued or institutional journals, and effectively manages rates of multiple affiliations, retractions, and self-citation below the national average. However, strategic attention is required for the significant risk associated with hyper-authored publications and a medium-risk dependency on external collaborations for impact. These findings are contextualized by the university's exceptional leadership in key thematic areas, as evidenced by its top national rankings in Dentistry, Medicine, and Psychology, according to SCImago Institutions Rankings data. While this research excellence directly supports the mission to "meet the challenges of tomorrow’s society," the identified risks, particularly in authorship practices and impact dependency, could undermine the goal of *leading* this development. To fully align its operational integrity with its ambitious vision, the university is encouraged to leverage its clear strengths while implementing targeted governance to mitigate these specific vulnerabilities, thereby ensuring its exceptional potential is built on a foundation of sustainable and transparent scientific leadership.
The institution's Z-score of -0.647 contrasts favorably with the national average of 0.648. This demonstrates strong institutional resilience, as the university maintains a low-risk profile in an environment where multiple affiliations are more common. While such affiliations can be legitimate, the institution’s controlled rate suggests that its governance mechanisms are effective in mitigating the systemic risk of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, which appear to be more prevalent at the national level.
With a Z-score of -0.315, which is lower than the national average of -0.189, the institution exhibits a prudent profile regarding publication corrections. This superior performance indicates that its quality control and supervision mechanisms are managed with more rigor than the national standard. The low rate suggests that retractions are more likely the result of responsible correction of unintentional errors, a sign of a healthy scientific culture, rather than an indicator of systemic failures or recurring malpractice in its research integrity processes.
The institution shows a Z-score of -0.498, significantly lower than the national average of -0.200. This prudent profile demonstrates a healthier integration into the global scientific dialogue compared to its national peers. The low rate of self-citation indicates that the university successfully avoids the risk of becoming a scientific "echo chamber," where work is validated internally without sufficient external scrutiny. This reinforces the idea that the institution's academic influence is genuinely recognized by the international community, rather than being inflated by endogamous citation dynamics.
The institution's Z-score of -0.503 is even lower than the already minimal national average of -0.450, signaling a state of total operational silence for this risk. This exceptional result demonstrates an outstanding level of due diligence in the selection of publication channels. By effectively avoiding journals that fail to meet international ethical or quality standards, the university protects its reputation and ensures its research resources are not wasted on predatory or low-impact practices, setting a standard for academic discernment.
The institution's Z-score of 2.206 is a significant outlier, indicating a critical risk level that sharply contrasts with the medium-risk national average of 0.859. This suggests an accentuation of risk, where the university amplifies a vulnerability already present in the national system. While extensive author lists are legitimate in "Big Science," this extremely high value demands an urgent internal review to determine if it stems from valid large-scale collaborations or from problematic practices like author list inflation or "honorary" authorships, which dilute individual accountability and compromise transparency.
With a Z-score of 1.295, the institution shows high exposure to this risk, surpassing the national average of 0.512. This wide positive gap indicates a significant dependency on external partners for achieving high-impact research, suggesting a potential sustainability risk. The score implies that the institution's scientific prestige may be more exogenous than structural, stemming from strategic positioning in collaborations rather than from its own intellectual leadership. This warrants a strategic reflection on strengthening internal capacity to ensure long-term scientific autonomy and influence.
The institution's Z-score of -0.209, while in the low-risk category, is higher than the national average of -0.654. This points to an incipient vulnerability, suggesting the emergence of signals that warrant review before they escalate. While not yet an alert, this slight upward deviation from the national norm calls for monitoring to ensure that individual publication volumes remain within a range that reflects meaningful intellectual contribution. It serves as a preventive signal against potential imbalances between quantity and quality or practices that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.264 is almost identical to the national average of -0.246, reflecting an integrity synchrony with its environment. This alignment in a very low-risk area demonstrates a shared commitment to external, independent peer review. By avoiding over-reliance on in-house journals, the university mitigates the risk of academic endogamy and potential conflicts of interest, ensuring its scientific output is validated through competitive, global channels and not through internal "fast tracks" that could bypass standard quality controls.
The institution's Z-score of 0.235 is notably lower than the national average of 0.387, indicating differentiated management of this risk. Although the practice exists at a medium-risk level nationally, the university appears to moderate this trend effectively. This suggests stronger oversight against "salami slicing," the practice of fragmenting a single study into multiple minimal publications to inflate output. By better controlling this behavior, the institution promotes the publication of more significant, coherent knowledge and reduces the burden of redundant information on the scientific community.