| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.116 | -0.073 |
|
Retracted Output
|
-0.400 | -0.152 |
|
Institutional Self-Citation
|
-0.073 | -0.387 |
|
Discontinued Journals Output
|
-0.476 | -0.445 |
|
Hyperauthored Output
|
-0.211 | 0.135 |
|
Leadership Impact Gap
|
0.019 | 0.306 |
|
Hyperprolific Authors
|
-1.413 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
-0.175 | -0.003 |
The Université du Québec à Rimouski demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.417 that indicates a performance significantly healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output, publication in discontinued journals, hyperprolific authorship, and use of institutional journals, signaling strong internal governance and quality control. The university also shows superior management compared to the national average in mitigating hyper-authorship, redundant output, and dependency on external collaborations for impact. This strong integrity framework provides a solid foundation for its notable research strengths, particularly in areas where it holds a high national standing according to SCImago Institutions Rankings data, such as Energy, Earth and Planetary Sciences, Engineering, and Mathematics. While a specific mission statement was not available for this analysis, this low-risk profile inherently supports the universal academic goals of excellence and social responsibility. The only area warranting proactive monitoring is a slightly elevated rate of institutional self-citation relative to the national baseline, which, if unaddressed, could subtly undermine the perceived global validation of its excellent research. The institution is advised to maintain its current high standards of governance while implementing a light-touch review of citation practices to ensure its demonstrated research quality is matched by broad, external scholarly recognition.
The institution presents a Z-score of -0.116, a value that is statistically aligned with the national average of -0.073. This indicates that the university's rate of multiple affiliations is entirely normal for its context and size. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this alignment with the national standard suggests that the institution's collaborative patterns do not generate any unusual risk signals related to strategic attempts to inflate institutional credit or “affiliation shopping.” The observed rate is consistent with expected academic collaboration within the country.
With an exceptionally low Z-score of -0.400, the institution demonstrates a near-absence of retracted publications, a figure that is even more favorable than the already low-risk national benchmark of -0.152. This low-profile consistency suggests that the institution's quality control and supervision mechanisms are highly effective. Retractions can sometimes signify responsible error correction, but such a minimal rate strongly indicates that systemic failures, recurring malpractice, or a lack of methodological rigor are not present, reinforcing the integrity and reliability of the university's research output.
The institution's Z-score for self-citation is -0.073, which, while categorized as low risk, is notably higher than the national average of -0.387. This divergence points to an incipient vulnerability that warrants review before it escalates. A certain level of self-citation is natural, reflecting ongoing research lines. However, this higher-than-average rate could be an early indicator of a potential 'echo chamber,' where the institution's work is validated internally more often than by the wider scientific community. Monitoring this trend is advisable to ensure that the institution's academic influence is driven by global recognition rather than being oversized by internal dynamics.
The institution exhibits a Z-score of -0.476, indicating a virtually nonexistent presence in discontinued journals and achieving total alignment with Canada's secure environment (Z-score -0.445). This integrity synchrony is a strong positive signal, demonstrating excellent due diligence in the selection of dissemination channels. It confirms that the institution's scientific production is not being channeled through media that fail to meet international ethical or quality standards, thereby protecting it from the severe reputational risks associated with 'predatory' practices and ensuring research resources are used effectively.
With a Z-score of -0.211, the institution shows a low rate of hyper-authored publications, contrasting sharply with the medium-risk national average of 0.135. This demonstrates significant institutional resilience, suggesting that internal control mechanisms are effectively mitigating systemic risks present elsewhere in the country. Outside of 'Big Science' contexts where large author lists are normal, hyper-authorship can indicate inflation of author lists. This institution's performance suggests a strong culture of accountability and transparency, successfully distinguishing between necessary collaboration and practices like 'honorary' authorship.
The institution's Z-score of 0.019, while in the medium-risk category, reflects a significantly smaller gap than the national average of 0.306. This indicates a differentiated and more effective management of research impact. A wide gap suggests that an institution's prestige is heavily dependent on external partners rather than its own intellectual leadership. By maintaining a much narrower gap, the university demonstrates that its scientific excellence is more closely tied to its own structural capacity, signaling a more sustainable and autonomous model for generating high-impact research.
The institution's Z-score of -1.413 is exceptionally low, indicating a near-complete absence of hyperprolific authors and aligning perfectly with a national context that already shows low risk (Z-score -0.151). This is a clear indicator of a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal issues like coercive authorship or a focus on quantity over quality. This result suggests the institution fosters a culture that prioritizes the integrity of the scientific record and substantive contributions over inflated productivity metrics.
With a Z-score of -0.268, the institution shows minimal reliance on its own journals for publication, a practice that is in complete synchrony with the secure national standard (Z-score -0.227). This demonstrates a strong commitment to independent, external peer review. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. By avoiding this, the institution ensures its research is validated through standard competitive channels, which enhances its global visibility and credibility while mitigating the risk of using internal publications as 'fast tracks' to inflate academic records.
The institution maintains a Z-score of -0.175 for redundant output, reflecting a more prudent profile than the national average of -0.003. This suggests that the university manages its research publication processes with greater rigor than its national peers. A high rate of bibliographic overlap can indicate 'salami slicing,' where studies are fragmented to artificially inflate publication counts. The institution's lower score indicates a healthier practice that prioritizes the communication of significant new knowledge over maximizing publication volume, thereby respecting the scientific record and the peer-review system.
