| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.246 | -0.073 |
|
Retracted Output
|
-0.465 | -0.152 |
|
Institutional Self-Citation
|
0.545 | -0.387 |
|
Discontinued Journals Output
|
-0.545 | -0.445 |
|
Hyperauthored Output
|
-0.206 | 0.135 |
|
Leadership Impact Gap
|
-0.163 | 0.306 |
|
Hyperprolific Authors
|
-0.461 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
0.073 | -0.003 |
The Université du Québec en Abitibi-Témiscamingue (UQAT) presents a balanced scientific integrity profile, with an overall risk score of -0.185 that reflects a combination of exceptional strengths and specific areas warranting strategic attention. The institution demonstrates robust quality control mechanisms, evidenced by very low risk in retracted output, publication in discontinued journals, and reliance on institutional journals. Furthermore, UQAT effectively mitigates systemic national risks related to hyper-authorship and impact dependency. The primary areas for review are a moderate deviation from national norms in multiple affiliations, institutional self-citation, and redundant output. These findings are contextualized by UQAT's strong thematic positioning, with notable SCImago Institutions Rankings in Energy, Earth and Planetary Sciences, and Agricultural and Biological Sciences. To fully align with its mission of fostering "partnership and innovation," it is crucial to ensure that collaboration and productivity metrics reflect genuine scientific advancement rather than potential insularity or artificial inflation. By proactively addressing the identified vulnerabilities, UQAT can reinforce its commitment to mobilizing high-integrity knowledge for community development and solidify its role as a leader in its strategic research areas.
The institution's Z-score of 1.246 shows a moderate deviation from the national average of -0.073. This suggests that UQAT displays a greater sensitivity to risk factors associated with this practice than its national peers. While multiple affiliations are often a legitimate result of the partnerships central to the university's mission, this elevated rate warrants a closer look. It is important to verify that these affiliations represent substantive collaborations and not strategic attempts to inflate institutional credit or "affiliation shopping," ensuring that partnerships genuinely contribute to the creation and mobilization of knowledge as stated in the institutional mission.
With a Z-score of -0.465, the institution demonstrates an exceptionally low rate of retracted publications, performing significantly better than the already low-risk national average of -0.152. This absence of risk signals is a strong indicator of institutional health and aligns perfectly with the national standard for quality. Such a result suggests that the university's quality control mechanisms prior to publication are highly effective. Rather than signaling systemic failures, this low score points to a culture of integrity and methodological rigor, where responsible supervision and sound research practices are the norm.
The institution exhibits a Z-score of 0.545 in institutional self-citation, a rate moderately higher than the national benchmark of -0.387. This indicates a greater tendency toward internal citation patterns compared to the broader Canadian academic landscape. While a certain level of self-citation is natural, this value suggests a potential risk of forming a scientific 'echo chamber.' It is a warning sign that the institution's academic influence could be partially oversized by internal dynamics rather than validated by broader global community recognition, potentially limiting the reach and external impact of its research.
The institution's Z-score of -0.545 is an exemplary result, indicating a near-total absence of publications in discontinued journals and performing even better than the very low national average of -0.445. This operational silence in a high-risk area signifies exceptional due diligence in the selection of dissemination channels. It confirms that the institution's researchers are effectively avoiding predatory or low-quality publishing practices, thereby protecting UQAT's reputational integrity and ensuring that its scientific output is channeled through credible and enduring media.
With a Z-score of -0.206, the institution shows a low incidence of hyper-authored publications, contrasting favorably with the moderate-risk national average of 0.135. This demonstrates significant institutional resilience, as UQAT appears to have control mechanisms that successfully mitigate the systemic risk of authorship inflation observed elsewhere in the country. This result suggests a healthy academic culture where authorship lists are more likely to reflect genuine intellectual contribution, effectively distinguishing between necessary large-scale collaboration and potentially dilutive 'honorary' authorship practices.
The institution's Z-score of -0.163 indicates a low and healthy gap, which is a sign of strong internal capacity. This performance is notably better than the national average of 0.306, which sits in the medium-risk category. This result suggests that UQAT's scientific prestige is not overly dependent on external partners but is structurally generated by research where its own academics exercise intellectual leadership. This resilience against dependency risk shows that the institution's excellence metrics are rooted in real internal capabilities, aligning perfectly with its mission to create and mobilize its own knowledge base.
The institution maintains a prudent profile with a Z-score of -0.461, which is significantly lower than the national average of -0.151, even though both fall within the low-risk category. This indicates that UQAT manages its research processes with more rigor than the national standard in this regard. The data shows no evidence of extreme individual publication volumes that might challenge the limits of meaningful intellectual contribution. This suggests a healthy balance between quantity and quality, steering clear of risks such as coercive authorship or the prioritization of metrics over scientific integrity.
With a Z-score of -0.268, the institution is in near-perfect synchrony with the national average of -0.227, both of which are in the very low-risk category. This total alignment with an environment of maximum scientific security demonstrates a clear commitment to external validation. By avoiding reliance on in-house journals, UQAT ensures its scientific production undergoes independent external peer review, which mitigates conflicts of interest, prevents academic endogamy, and maximizes the global visibility and credibility of its research.
The institution's Z-score of 0.073 places it in the medium-risk category, showing a moderate deviation from the low-risk national average of -0.003. This suggests a greater sensitivity at UQAT to practices that may lead to data fragmentation. This value serves as an alert for the potential practice of dividing coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This is an area that warrants review to ensure that the focus remains on publishing significant new knowledge rather than overburdening the review system with fragmented outputs.