| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.134 | 0.648 |
|
Retracted Output
|
-0.118 | -0.189 |
|
Institutional Self-Citation
|
0.238 | -0.200 |
|
Discontinued Journals Output
|
-0.469 | -0.450 |
|
Hyperauthored Output
|
-0.984 | 0.859 |
|
Leadership Impact Gap
|
-0.526 | 0.512 |
|
Hyperprolific Authors
|
-1.413 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
-0.066 | 0.387 |
Université Capitole, Toulouse I demonstrates a robust scientific integrity profile, with an overall risk score of -0.377 that indicates a performance significantly more secure than the national average. The institution's primary strength lies in its institutional resilience, effectively mitigating systemic risks prevalent in the national context, particularly concerning hyper-authorship, dependency on external collaborations for impact, and redundant publications. This strong governance is complemented by exceptional performance in preventing publications in discontinued journals and avoiding hyperprolific authorship. The main area for strategic attention is a moderate level of institutional self-citation, which deviates from the country's low-risk standard. According to SCImago Institutions Rankings data, the university's research excellence is most prominent in Mathematics, Physics and Astronomy, Engineering, and Psychology, where it holds top-tier national rankings. While the institution's specific mission was not available for this analysis, the observed integrity profile strongly supports universal academic values of excellence and responsibility. However, the tendency towards self-citation could, if unaddressed, subtly undermine claims of global impact by creating a perception of an 'echo chamber.' To fully align its outstanding operational integrity with its demonstrated thematic strengths, the university is encouraged to foster greater external validation and international engagement, thereby ensuring its academic influence is both internally robust and globally recognized.
The institution presents a Z-score of -0.134, positioning it in a low-risk category, in stark contrast to the national average of 0.648, which signals a medium-risk environment. This demonstrates significant institutional resilience, as the university's control mechanisms appear to successfully mitigate systemic risks that are more common across the country. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the institution’s controlled rate suggests its practices are aligned with genuine collaboration rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping,” a risk more pronounced at the national level.
With a Z-score of -0.118, the institution is situated within a low-risk profile, closely mirroring the national average of -0.189. However, the slightly higher institutional score points to an incipient vulnerability that warrants review before it escalates. Retractions are complex events, and a rate significantly above average can suggest that pre-publication quality control mechanisms may be failing. In this case, the signal is minor but indicates that the university's integrity culture and methodological rigor should be monitored to ensure that these instances remain isolated corrections rather than becoming an indicator of a systemic vulnerability.
The institution's Z-score of 0.238 places it in a medium-risk category, representing a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.200. This indicates a greater sensitivity to this specific risk factor compared to its national peers. A certain level of self-citation is natural, but this disproportionately higher rate could signal concerning scientific isolation or an 'echo chamber' where work is validated without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution exhibits an exemplary Z-score of -0.469, reflecting a near-total absence of this risk indicator and performing even slightly better than the already secure national average of -0.450. This operational silence in a very low-risk environment indicates that the university has an exceptionally robust due diligence process for selecting publication venues. This practice effectively protects the institution from the severe reputational risks associated with channeling scientific production through media that fail to meet international ethical or quality standards, preventing the waste of resources on 'predatory' or low-quality practices.
With a Z-score of -0.984, the institution maintains a low-risk profile that showcases remarkable resilience against a national trend, where the average Z-score of 0.859 indicates a medium-risk environment. This suggests that the university’s internal governance effectively mitigates the systemic risk of author list inflation. The institution’s practices appear to successfully distinguish between necessary massive collaboration, common in 'Big Science,' and questionable 'honorary' or political authorship, thereby preserving individual accountability and transparency in its research output.
The institution's Z-score of -0.526 is firmly in the low-risk category, demonstrating strong institutional resilience compared to the national average of 0.512, which falls into a medium-risk zone. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners. In contrast, the university’s low score indicates that its scientific prestige is structural and generated from within. This suggests its excellence metrics result from real internal capacity and intellectual leadership, rather than a strategic positioning in collaborations where it does not lead, ensuring a more sustainable and autonomous research ecosystem.
The institution shows an exceptionally secure profile with a Z-score of -1.413, placing it in the very low-risk category and significantly outperforming the national average of -0.654, which is already considered low risk. This absence of risk signals is consistent with a healthy national standard but demonstrates an even higher level of control. The data suggests a strong institutional culture that prioritizes quality over quantity, effectively preventing potential imbalances such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates a total absence of risk signals, performing slightly better than the national average of -0.246 in a shared very low-risk environment. This indicates a strong commitment to global academic standards and external validation. By avoiding dependence on in-house journals, the university effectively mitigates the risk of academic endogamy and potential conflicts of interest where the institution might act as both judge and party. This practice ensures its scientific production undergoes independent external peer review, enhancing its global visibility and credibility.
The institution's Z-score of -0.066 places it in a low-risk category, showcasing effective institutional resilience against a national context that shows a medium risk, with an average Z-score of 0.387. This indicates that the university’s control mechanisms successfully mitigate the national tendency toward data fragmentation. The low score suggests that the institutional culture discourages 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity—and instead prioritizes the generation of significant new knowledge, thus protecting the integrity of the scientific evidence base.