| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.047 | 0.597 |
|
Retracted Output
|
1.751 | -0.088 |
|
Institutional Self-Citation
|
-1.212 | -0.673 |
|
Discontinued Journals Output
|
-0.346 | -0.436 |
|
Hyperauthored Output
|
0.043 | 0.587 |
|
Leadership Impact Gap
|
0.209 | 0.147 |
|
Hyperprolific Authors
|
-1.176 | -0.155 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
-0.108 | -0.155 |
Glasgow Caledonian University demonstrates a robust scientific integrity profile, reflected in an overall risk score of 0.254. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyperprolific authorship, and publication in institutional or discontinued journals, indicating a culture of external validation and a focus on quality over quantity. However, a significant alert is raised by the Rate of Retracted Output, which stands as a critical outlier and requires immediate attention. This key vulnerability, alongside medium-risk signals in hyper-authorship and a dependency on external collaboration for impact, presents a strategic challenge. According to SCImago Institutions Rankings data, the university's strongest thematic areas nationally include Pharmacology, Toxicology and Pharmaceutics, Mathematics, Economics, Econometrics and Finance, and Computer Science. The high rate of retractions directly conflicts with the institutional mission to deliver "world-leading research" and act as a "University for the Common Good," as compromised integrity undermines the social benefit and trust the university aims to foster. To safeguard its mission and reputation, it is recommended that the university leverages its clear operational strengths to conduct a thorough qualitative review of its pre-publication quality control mechanisms, ensuring its research practices fully align with its stated commitment to excellence and social responsibility.
The institution presents a Z-score of -0.047, contrasting with the national average of 0.597. This demonstrates notable institutional resilience, as control mechanisms appear to be successfully mitigating the systemic risks related to affiliation strategies that are more prevalent at the national level. While multiple affiliations can be a legitimate outcome of collaboration, the university’s low score suggests it effectively avoids practices aimed at artificially inflating institutional credit or engaging in “affiliation shopping,” thereby maintaining a clear and transparent representation of its collaborative footprint.
A severe discrepancy is observed in this indicator, with the institution registering a Z-score of 1.751 against a low-risk national average of -0.088. This atypical level of risk activity requires a deep integrity assessment. Retractions are complex events, but a rate this far above the norm is a critical alert that pre-publication quality control mechanisms may be failing systemically. This suggests a significant vulnerability in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that demands immediate qualitative verification by management to protect the university's scientific reputation.
The institution's Z-score of -1.212 is exceptionally low, performing even better than the country's already low-risk average of -0.673. This result signals a low-profile consistency, where the complete absence of risk aligns with and surpasses the national standard. It strongly indicates that the university avoids scientific isolation and the creation of 'echo chambers.' Rather than relying on internal validation, its academic influence is robustly tested and recognized by the global scientific community, ensuring its impact is not artificially inflated by endogamous dynamics.
With a Z-score of -0.346, the institution's risk is minimal, though it represents a slight residual noise when compared to the national average of -0.436. In an environment that is largely inert to this risk, the university is among the first to show a faint signal. While sporadic presence in such journals can occur, this minor deviation underscores the ongoing importance of maintaining rigorous due diligence in selecting dissemination channels to avoid any association with media that do not meet international ethical or quality standards.
The institution shows a Z-score of 0.043, while the national average is 0.587. Although both fall within the medium-risk category, this comparison points to differentiated management, where the university effectively moderates a risk that is far more common across the country. This suggests a healthier approach to authorship, successfully distinguishing between necessary large-scale collaboration and practices like 'honorary' or political authorship, thereby preserving individual accountability and transparency in its research output.
The institution's Z-score of 0.209 indicates a higher exposure to this risk compared to the national average of 0.147. This suggests that the university is more prone than its peers to a dependency on external partners for its overall impact. A significant gap where global impact is high but the impact of institution-led research is lower signals a potential sustainability risk. This finding invites a strategic reflection on whether the institution's measured excellence stems from genuine internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.176 is in the very low-risk category, standing in positive contrast to the national low-risk average of -0.155. This demonstrates a low-profile consistency, where the absence of risk signals aligns with the national standard for integrity. This result indicates a healthy balance between productivity and quality, suggesting the institution successfully avoids the pressures that can lead to coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution, thereby prioritizing the integrity of the scientific record.
With a Z-score of -0.268, the institution is in almost perfect integrity synchrony with the national average of -0.262. This total alignment reflects an environment of maximum scientific security regarding this indicator. It demonstrates that the university's research output consistently undergoes independent external peer review, avoiding the conflicts of interest and academic endogamy associated with excessive reliance on in-house journals. This practice ensures its scientific production is validated through standard competitive channels, enhancing its global visibility and credibility.
The institution's Z-score of -0.108, while in the low-risk category, signals an incipient vulnerability when compared to the slightly lower national average of -0.155. This suggests that while the issue is not widespread, the university shows early signals that warrant review before they escalate. This metric alerts to the potential for 'salami slicing,' where studies are fragmented into minimal publishable units to artificially inflate productivity. Monitoring this trend is crucial to ensure that the focus remains on producing significant new knowledge rather than prioritizing volume, which can distort the scientific evidence base.
