Institut National des Sciences Appliquees de Toulouse

Region/Country

Western Europe
France
Universities and research institutions

Overall

-0.456

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.215 0.648
Retracted Output
-0.465 -0.189
Institutional Self-Citation
0.508 -0.200
Discontinued Journals Output
-0.514 -0.450
Hyperauthored Output
-0.505 0.859
Leadership Impact Gap
-1.102 0.512
Hyperprolific Authors
-0.910 -0.654
Institutional Journal Output
-0.268 -0.246
Redundant Output
-0.384 0.387
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Institut National des Sciences Appliquees de Toulouse demonstrates a robust scientific integrity profile, with an overall risk score of -0.456 indicating performance significantly stronger than the global average. The institution's primary strengths lie in its exceptional capacity for intellectual leadership, showing a minimal gap between its total impact and the impact of its self-led research, and its effective control over author-related risks such as hyperprolificity and hyper-authorship. This operational excellence is further evidenced by its resilience, as it successfully mitigates several systemic risks prevalent at the national level, particularly in multiple affiliations and redundant publications. The only notable vulnerability is a moderate level of institutional self-citation, which deviates from the national trend. According to SCImago Institutions Rankings data, these strong integrity practices support leading research programs, with top national rankings in areas such as Medicine (19th), Earth and Planetary Sciences (27th), Agricultural and Biological Sciences (34th), and Chemistry (34th). While the institution's specific mission was not available for this analysis, this low-risk profile is fundamental to upholding the universal academic values of excellence and social responsibility. The observed self-citation pattern, however, could challenge perceptions of external validation and should be reviewed to ensure the institution's impact is recognized as globally resonant, not just internally amplified. Overall, the recommendation is to leverage this solid foundation of scientific integrity as a strategic asset while proactively addressing the self-citation dynamic to further enhance its international reputation and credibility.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution exhibits a Z-score of -0.215, a low-risk value that contrasts sharply with the national average of 0.648. This demonstrates significant institutional resilience, where internal control mechanisms appear to effectively mitigate systemic risks that are more pronounced across the country. While multiple affiliations can be a legitimate outcome of collaboration, the institution's low rate suggests it is successfully avoiding practices aimed at strategically inflating institutional credit or "affiliation shopping," thereby maintaining a clear and transparent representation of its collaborative footprint in contrast to the broader national context.

Rate of Retracted Output

With a Z-score of -0.465, the institution shows a very low rate of retracted publications, positioning it favorably against the national average of -0.189. This reflects a low-profile consistency, where the near-total absence of risk signals aligns with and even improves upon the national standard. This excellent result suggests that the institution's quality control and supervision mechanisms prior to publication are robust and effective. It indicates a strong integrity culture where methodological rigor is prioritized, preventing the systemic failures that can lead to a higher retraction rate.

Rate of Institutional Self-Citation

The institution's Z-score for this indicator is 0.508, a medium-risk value that marks a moderate deviation from the national average of -0.200. This finding suggests the center has a greater sensitivity to this risk factor than its peers. While a degree of self-citation is natural for developing research lines, this elevated rate signals a potential for scientific isolation or the formation of 'echo chambers.' It serves as a warning about the risk of endogamous impact inflation, where the institution's academic influence might be disproportionately shaped by internal dynamics rather than by broader recognition from the external scientific community, warranting a closer review of citation patterns.

Rate of Output in Discontinued Journals

The institution achieves a Z-score of -0.514, an exceptionally low value that is even better than the strong national average of -0.450. This signifies a state of total operational silence regarding this risk, indicating an absence of signals that is superior to the national benchmark. This result points to exemplary due diligence in the selection of publication venues. It confirms that the institution's researchers are effectively avoiding predatory or low-quality journals, thereby protecting its reputation and ensuring that scientific output is channeled through credible and enduring platforms.

Rate of Hyper-Authored Output

With a Z-score of -0.505, the institution maintains a low-risk profile in hyper-authored publications, standing in stark contrast to the medium-risk national average of 0.859. This disparity highlights the institution's resilience and suggests its governance acts as an effective filter against national trends. While extensive author lists are normal in "Big Science," the institution's controlled rate outside these contexts indicates a healthy resistance to author list inflation, thereby preserving individual accountability and discouraging the practice of honorary or political authorships.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of -1.102 is a very low-risk signal, indicating a minimal gap between its overall impact and the impact of research where it holds a leadership role. This represents a case of preventive isolation, as the institution does not replicate the risk dynamics of dependency observed in the national environment (country Z-score: 0.512). This outstanding result suggests that the institution's scientific prestige is structural and built upon strong internal capacity, rather than being dependent on external partners. It reflects a sustainable model where excellence metrics are a direct result of its own intellectual leadership.

Rate of Hyperprolific Authors

The institution records a Z-score of -0.910, a very low-risk value that is well below the already low national average of -0.654. This demonstrates low-profile consistency, where the complete absence of risk signals aligns perfectly with a healthy national environment. This score indicates that the institution fosters a research culture that prioritizes quality over sheer quantity, successfully avoiding the pressures that can lead to extreme publication volumes. It suggests a balanced approach to productivity that upholds the integrity of the scientific record by ensuring meaningful intellectual contributions from its authors.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution's rate of publication in its own journals is almost identical to the national average of -0.246, both of which are in the very low-risk category. This reflects a state of integrity synchrony, showing total alignment with a national environment of maximum scientific security in this area. This practice demonstrates a commitment to external validation and global visibility, as the institution avoids over-reliance on in-house journals. It confirms that its scientific production consistently undergoes independent, external peer review, mitigating conflicts of interest and academic endogamy.

Rate of Redundant Output

The institution's Z-score of -0.384 indicates a low level of redundant output, contrasting favorably with the medium-risk national average of 0.387. This difference points to institutional resilience, where internal policies or academic culture effectively curb practices that are more common elsewhere in the country. The low score suggests that the institution successfully discourages data fragmentation or 'salami slicing.' This commitment to publishing complete, coherent studies rather than minimal publishable units strengthens the scientific record and demonstrates a focus on generating significant new knowledge over artificially inflating productivity metrics.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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