| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.731 | 0.648 |
|
Retracted Output
|
0.530 | -0.189 |
|
Institutional Self-Citation
|
-0.088 | -0.200 |
|
Discontinued Journals Output
|
-0.467 | -0.450 |
|
Hyperauthored Output
|
0.909 | 0.859 |
|
Leadership Impact Gap
|
0.650 | 0.512 |
|
Hyperprolific Authors
|
-0.880 | -0.654 |
|
Institutional Journal Output
|
-0.268 | -0.246 |
|
Redundant Output
|
0.051 | 0.387 |
Universite Paul Sabatier, Toulouse III presents a balanced scientific integrity profile, with an overall risk score of -0.046 that indicates general alignment with global standards. The institution demonstrates significant strengths in maintaining low-risk operational practices, particularly in its prudent management of hyperprolific authorship, avoidance of discontinued or institutional journals, and effective mitigation of multiple affiliation risks compared to national trends. However, areas requiring strategic attention emerge in the medium-risk category, including a higher-than-average rate of retracted output, a tendency towards hyper-authorship, and a notable dependency on external collaborations for citation impact. These vulnerabilities contrast with the university's robust academic standing, evidenced by its top-tier national rankings in key disciplines such as Earth and Planetary Sciences (5th in France), Agricultural and Biological Sciences (9th), Biochemistry, Genetics and Molecular Biology (9th), and Physics and Astronomy (9th), according to SCImago Institutions Rankings data. While the institution's specific mission was not available for this analysis, any commitment to research excellence and societal leadership is inherently challenged by integrity risks. Indicators suggesting systemic quality control issues or a lack of intellectual leadership could undermine this objective. It is therefore recommended that the university leverage its strong governance in low-risk areas to develop targeted strategies that address and mitigate its identified vulnerabilities, thereby ensuring its scientific output is as robust and reliable as it is impactful.
The institution's Z-score is -0.731, contrasting with the national average of 0.648. This demonstrates a notable institutional resilience, as the university successfully mitigates systemic risks that appear more prevalent across the country. While multiple affiliations can be a legitimate outcome of collaboration, the institution’s low rate suggests effective control mechanisms are in place. This prevents the potential for strategic "affiliation shopping" and ensures that institutional credit is claimed with clarity and integrity, standing out positively against a national context with higher signals of this activity.
With a Z-score of 0.530, the institution shows a moderate deviation from the national Z-score of -0.189. This indicates a greater sensitivity to risk factors than its national peers. A high rate of retractions suggests that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country. This vulnerability in the institution's integrity culture points to possible recurring malpractice or a lack of methodological rigor that warrants immediate qualitative verification by management to protect its scientific reputation.
The institution's Z-score of -0.088, while low, is slightly higher than the national average of -0.200, signaling an incipient vulnerability. Although the current level does not represent a significant risk, the university shows signals that warrant review before they escalate. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this slight upward trend compared to peers could be an early indicator of a move towards scientific isolation or 'echo chambers.' Monitoring is advised to ensure the institution's academic influence continues to be validated by the global community rather than by internal dynamics.
The institution exhibits integrity synchrony with its national environment, with a Z-score of -0.467 that is almost identical to the country's score of -0.450. This total alignment in a very low-risk area demonstrates maximum scientific security. It confirms that the university's researchers exercise excellent due diligence in selecting dissemination channels, effectively avoiding predatory or low-quality journals. This practice protects the institution from reputational damage and ensures that research resources are invested in credible and enduring scientific outlets.
The institution's Z-score of 0.909 indicates high exposure to this risk, slightly exceeding the national average of 0.859. This pattern suggests the university is more prone to showing alert signals than its environment. While extensive author lists are legitimate in "Big Science," a medium-risk score outside these contexts can indicate author list inflation, which dilutes individual accountability. This signal warrants a closer look to distinguish between necessary massive collaboration and the potential for "honorary" authorship practices that compromise transparency.
With a Z-score of 0.650, which is higher than the national average of 0.512, the institution shows high exposure to this strategic risk. A wide positive gap suggests that the university's scientific prestige is more dependent on external collaborations than is typical for the country. This indicates a sustainability risk, where excellence metrics may result more from strategic positioning in partnerships than from genuine internal capacity for intellectual leadership. It invites a strategic reflection on how to foster and showcase the impact of research led directly by the institution's own scholars.
The institution maintains a prudent profile with a Z-score of -0.880, which is significantly lower than the national average of -0.654. This indicates that the university manages its research processes with more rigor than the national standard. By effectively curbing extreme individual publication volumes, the institution promotes a healthy balance between quantity and quality. This low score suggests the absence of dynamics like coercive authorship or authorship assigned without real participation, reinforcing the integrity of its scientific record.
The institution demonstrates integrity synchrony with a Z-score of -0.268, which is fully aligned with the national average of -0.246. This shared environment of maximum security shows that the university, like its national peers, avoids over-reliance on its own journals. This practice is crucial for preventing conflicts of interest and academic endogamy, ensuring that its scientific production undergoes independent external peer review and competes for visibility on a global stage rather than through protected internal channels.
The institution shows evidence of differentiated management, with a Z-score of 0.051 that is considerably lower than the national average of 0.387. Although the risk level is medium, the university effectively moderates a practice that appears more common across the country. This suggests stronger internal controls against 'salami slicing,' the practice of dividing a study into minimal publishable units to inflate productivity. By better managing this issue, the institution contributes more robust and significant knowledge to the scientific record compared to the national trend.
