| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.052 | 0.648 |
|
Retracted Output
|
-0.381 | -0.189 |
|
Institutional Self-Citation
|
-1.571 | -0.200 |
|
Discontinued Journals Output
|
-0.414 | -0.450 |
|
Hyperauthored Output
|
1.079 | 0.859 |
|
Leadership Impact Gap
|
2.763 | 0.512 |
|
Hyperprolific Authors
|
-0.272 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.920 | 0.387 |
Université Sorbonne-Paris-Nord presents a balanced integrity profile, with an overall score of -0.086 that indicates general alignment with expected scientific conduct. The institution demonstrates exceptional strengths in areas of fundamental research integrity, showing very low risk in retracted output, institutional self-citation, and publication in discontinued or institutional journals. These results signal robust quality control mechanisms and a commitment to external validation. However, areas of medium risk emerge concerning authorship practices (Hyper-Authored Output, Redundant Output) and a significant dependency on external collaborations for impact (Gap between leadership and total impact). These vulnerabilities, while moderate, require strategic attention as they could challenge the core of the university's mission: to advance "scientific, cultural and professional knowledge" on a "foundation of research." The institution's excellence in key thematic areas, as evidenced by its high national rankings in Medicine (12th), Dentistry (15th), and Chemistry (16th) according to SCImago Institutions Rankings data, provides a strong base. To fully align its practices with its mission, the university should focus on reinforcing authorship policies and fostering greater intellectual leadership in its collaborations, thereby ensuring that its recognized thematic strengths are built upon a foundation of unquestionable internal capacity and integrity.
The institution presents a Z-score of 0.052, which is considerably lower than the national average of 0.648. Although both the university and the country operate within a medium-risk context for this indicator, the institution demonstrates a more controlled approach to a practice that is common in the French system. This suggests a differentiated management style that successfully moderates the national trend. While multiple affiliations are often a legitimate result of partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's ability to maintain a lower rate than its peers indicates a healthier management of collaborations, though the medium risk level suggests that oversight of affiliation practices remains a relevant area for monitoring.
With a Z-score of -0.381, the institution exhibits a very low risk of retracted publications, a figure that is even more favorable than the already low-risk national average of -0.189. This low-profile consistency indicates that the institution's internal quality controls are not only effective but exemplary within the national context. Retractions can sometimes signify responsible supervision through the correction of honest errors; however, an extremely low rate like this one strongly suggests that quality control mechanisms prior to publication are functioning systemically and preventing errors from reaching the public record. This performance points to a robust culture of integrity and methodological rigor that aligns with the highest standards of scientific conduct.
The institution's Z-score for self-citation is -1.571, an exceptionally low value that stands in stark contrast to the national average of -0.200. This result places the university in a position of preventive isolation, demonstrating that it does not replicate the risk dynamics observed elsewhere in its environment. A certain level of self-citation is natural, but the institution's very low rate indicates a strong reliance on external validation and a minimal risk of operating within a scientific 'echo chamber.' This performance is a powerful indicator that the institution's academic influence is genuinely recognized by the global community, rather than being inflated by endogamous internal dynamics.
The institution shows a Z-score of -0.414, which is in almost perfect alignment with the national average of -0.450. This integrity synchrony, with both scores at a very low-risk level, demonstrates a shared commitment to high standards in the selection of publication venues. A high proportion of output in discontinued journals can be a critical alert regarding due diligence, often pointing to engagement with 'predatory' or low-quality media. The university's alignment with the secure national environment confirms that its researchers exercise appropriate caution, protecting institutional resources and reputation from the risks associated with substandard publishing practices.
With a Z-score of 1.079, the institution shows a higher incidence of hyper-authored publications compared to the national average of 0.859. While both operate at a medium-risk level, this high exposure suggests the university is more prone to this particular alert signal than its peers. In certain 'Big Science' fields, extensive author lists are legitimate; however, a higher-than-average rate warrants a closer look to distinguish necessary massive collaboration from potential author list inflation. This signal suggests a need to verify that authorship is granted based on meaningful contributions, thereby maintaining individual accountability and transparency in collaborative research.
The institution exhibits a Z-score of 2.763 in this indicator, a value significantly higher than the national average of 0.512. This high exposure, despite being within a medium-risk category shared with the country, points to a pronounced dependency on external collaborations for achieving scientific impact. A wide positive gap suggests that while the university is involved in high-impact research, its own intellectual leadership in these projects is limited. This creates a sustainability risk, as its scientific prestige appears more exogenous than structural. This finding invites a strategic reflection on how to build internal capacity to ensure that excellence metrics are a direct result of the institution's own leadership and innovation.
The institution's Z-score of -0.272 is within the low-risk category, but it is higher than the national average of -0.654. This slight difference suggests an incipient vulnerability, indicating that while the issue is not widespread, the university shows more signals of hyperprolificacy than its national peers. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to imbalances between quantity and quality. This signal warrants a proactive review of authorship and productivity policies to ensure that the institutional culture continues to prioritize scientific integrity over sheer metrics, preempting any escalation of risks such as coercive or honorary authorship.
With a Z-score of -0.268, the institution is in close alignment with the national average of -0.246, both of which are in the very low-risk category. This integrity synchrony reflects a shared national standard of prioritizing external, independent peer review over in-house publication channels. Excessive dependence on institutional journals can create conflicts of interest and academic endogamy. The university's very low rate in this area confirms its commitment to global visibility and competitive validation, ensuring its scientific production is vetted by the broader international community and not fast-tracked through internal systems.
The institution's Z-score for redundant output is 0.920, notably higher than the French average of 0.387. This indicates a high exposure to this risk, suggesting the university is more prone than its peers to practices that may artificially inflate productivity. A high value in this indicator alerts to the possibility of 'salami slicing,' where a single coherent study is fragmented into minimal publishable units. This practice not only overburdens the peer-review system but also distorts the scientific record. The university should review its publication patterns to ensure that its output consistently represents significant and substantive contributions to knowledge rather than a focus on volume.