| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.305 | -0.927 |
|
Retracted Output
|
-0.230 | 0.279 |
|
Institutional Self-Citation
|
-0.932 | 0.520 |
|
Discontinued Journals Output
|
-0.545 | 1.099 |
|
Hyperauthored Output
|
-1.101 | -1.024 |
|
Leadership Impact Gap
|
2.393 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-1.186 | 0.720 |
FLAME University demonstrates a robust scientific integrity profile, with an overall risk score of -0.418 indicating performance significantly stronger than the national average. The institution exhibits remarkable strengths in maintaining low rates of institutional self-citation, publication in discontinued journals, and redundant output, effectively insulating itself from systemic risks prevalent in the country. This strong governance foundation supports its academic excellence, particularly in its highest-ranked thematic areas according to SCImago Institutions Rankings data, including Psychology, Arts and Humanities, and Economics, Econometrics and Finance. However, a notable vulnerability emerges in the significant gap between the impact of its total output and that of its internally-led research, suggesting a dependency on external collaborations for scientific prestige. This reliance on exogenous leadership could challenge the core mission of empowering its own community to "realise their full potential" and for "research, innovation and entrepreneurship to thrive" from within. To fully align its operational reality with its aspirational values of excellence and intellectual curiosity, the university is encouraged to leverage its solid integrity framework to foster and promote greater internal research leadership, thereby ensuring its long-term scientific sovereignty and impact.
The institution presents a Z-score of -0.305, a low value that nonetheless marks a slight divergence from the national average of -0.927, where such signals are virtually absent. This suggests the emergence of risk activity at the university that is not characteristic of the broader national context. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor uptick warrants a proactive review. It is crucial to ensure that these affiliations stem from genuine, substantive collaborations rather than strategic attempts to inflate institutional credit or "affiliation shopping," thereby safeguarding the transparency of the university's collaborative footprint.
With a Z-score of -0.230, the institution demonstrates a low rate of retractions, showcasing notable institutional resilience when compared to the national average of 0.279, which indicates a medium level of risk. This contrast suggests that the university's internal quality control and supervision mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. This strong performance indicates that, unlike the national trend which may point to vulnerabilities in pre-publication integrity, the university's culture fosters methodological rigor and responsible error correction, protecting its scientific record and reputation.
The institution's Z-score of -0.932 signals a very low risk, demonstrating a clear preventive isolation from the national trend, where the average score is 0.520 (medium risk). This excellent result indicates that the university does not replicate the risk dynamics common in its environment. A certain level of self-citation is natural, but the university's exceptionally low rate confirms its work is validated by the broader scientific community, avoiding the 'echo chambers' and endogamous impact inflation that can arise from disproportionate self-referencing. This reflects a commitment to external scrutiny and genuine global influence.
Displaying a Z-score of -0.545 (very low risk), the institution effectively disconnects from the national environment, which shows a medium-risk score of 1.099. This performance highlights a robust and well-informed publication strategy. While a sporadic presence in such journals can occur, the university's near-absence of this practice indicates that its researchers exercise strong due diligence in selecting dissemination channels. This protects the institution from the severe reputational damage associated with 'predatory' or low-quality publishing, a risk more prevalent at the national level, and ensures research efforts are channeled toward credible and impactful venues.
The institution's Z-score of -1.101 reflects a prudent profile, managing its processes with slightly more rigor than the national standard of -1.024. Both scores are in the low-risk category, but the university's marginally better performance is a positive sign. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The university's controlled rate suggests it is effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices, thus maintaining transparency and accountability in its collaborative research.
With a Z-score of 2.393, the institution shows a medium-risk signal that represents a moderate deviation from the national average of -0.292 (low risk). This indicates a greater sensitivity to this specific risk factor than its peers. A wide positive gap suggests that while the university's overall impact is high, this prestige is heavily dependent on external partners, as the impact of research led by the institution itself is comparatively low. This warns of a sustainability risk where scientific excellence may be more a result of strategic positioning in collaborations than a reflection of structural, internal capacity, inviting a strategic review of how to cultivate and showcase homegrown intellectual leadership.
The institution's Z-score of -1.413 is in the very low-risk category, demonstrating low-profile consistency with the national standard, which sits at -0.067 (low risk). The complete absence of risk signals in this area aligns with a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship or a focus on quantity over quality. The university's clean record here indicates a well-balanced academic culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250, both falling within the very low-risk category. This reflects an integrity synchrony and a total alignment with an environment of maximum scientific security in this regard. By avoiding excessive dependence on in-house journals, the university prevents potential conflicts of interest where it would act as both judge and party. This practice ensures that its scientific production undergoes independent external peer review, which is essential for achieving global visibility and competitive validation, rather than using internal channels as potential 'fast tracks' for publication.
With a Z-score of -1.186, the institution shows a very low risk of redundant output, a clear instance of preventive isolation from the national context, which has a medium-risk score of 0.720. This strong result indicates the university does not engage in the practice of 'salami slicing'—artificially inflating productivity by dividing a single study into multiple minimal publications. By avoiding data fragmentation, the institution demonstrates a commitment to publishing coherent, significant contributions to knowledge, thereby upholding the integrity of the scientific evidence base and respecting the academic review system.