| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.574 | -0.073 |
|
Retracted Output
|
-0.240 | -0.152 |
|
Institutional Self-Citation
|
-0.431 | -0.387 |
|
Discontinued Journals Output
|
-0.474 | -0.445 |
|
Hyperauthored Output
|
0.156 | 0.135 |
|
Leadership Impact Gap
|
0.477 | 0.306 |
|
Hyperprolific Authors
|
-0.559 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
0.508 | -0.003 |
Laval University demonstrates a robust scientific integrity profile, with an overall risk score of -0.271 that indicates performance generally superior to the national standard. The institution exhibits significant strengths in maintaining very low rates of publication in discontinued journals and institutional journals, suggesting excellent due-diligence and a commitment to external validation. However, areas requiring strategic attention include a medium-risk level in redundant publications (salami slicing), which deviates from the national norm, and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. These specific vulnerabilities could subtly undermine the university's mission to achieve "excellence in education and research" and serve as a "model" for society. By addressing these issues, the institution can better ensure that its impressive thematic leadership—evidenced by its Top 10 national rankings in areas such as Agricultural and Biological Sciences, Pharmacology, Toxicology and Pharmaceutics, and Biochemistry, Genetics and Molecular Biology—is built upon a foundation of sustainable, internally-driven, and transparent research practices. A proactive focus on these specific indicators will further solidify its role as a source of inspiration and a leader in the Canadian academic landscape.
With a Z-score of -0.574, significantly lower than the national average of -0.073, the institution demonstrates a prudent and well-managed approach to author affiliations. This low incidence suggests that the university's processes are more rigorous than the national standard, effectively mitigating the risk of strategic practices designed to inflate institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the university's controlled rate indicates a healthy ecosystem where institutional credit is earned through substantive collaboration rather than "affiliation shopping," reinforcing a culture of transparency.
The institution's Z-score of -0.240 for retracted publications is lower than the Canadian average of -0.152, reflecting a commendable profile in research quality control. This suggests that the university's internal review and supervision mechanisms are more rigorous than the national standard, effectively preventing potential errors or malpractice before they reach publication. Retractions can be complex, but a rate below the national benchmark points towards a strong integrity culture and robust methodological oversight, rather than systemic failures in pre-publication checks.
Laval University shows a Z-score of -0.431, which is below the national average of -0.387, indicating a healthy pattern of external engagement and validation. This prudent profile suggests the institution successfully avoids the risks of scientific isolation or 'echo chambers.' A certain level of self-citation is natural, but the university's lower-than-average rate demonstrates that its academic influence is not disproportionately inflated by internal dynamics. Instead, its work is being recognized and built upon by the broader global community, which is a strong indicator of genuine external impact.
The institution exhibits total operational silence in this area, with a Z-score of -0.474, even lower than the already low national average of -0.445. This absence of risk signals, surpassing the national standard, is a testament to the university's exceptional due diligence in selecting publication channels. It indicates that researchers are effectively guided away from predatory or low-quality journals that do not meet international ethical standards, thereby protecting the institution's reputation and ensuring that research efforts are channeled through credible and impactful media.
The university's Z-score of 0.156 is closely aligned with the national average of 0.135, indicating that its rate of hyper-authored publications reflects a systemic pattern common within the Canadian research environment. This alignment suggests that the institution's practices are in step with shared national norms, which may be influenced by large-scale collaborative disciplines. However, a medium risk level warrants ongoing attention to distinguish between necessary massive collaboration, such as in 'Big Science' projects, and potential author list inflation or 'honorary' authorship practices that could dilute individual accountability.
With a Z-score of 0.477, the institution shows a higher exposure to this risk compared to the national average of 0.306. This value suggests that the university is more prone than its peers to a dependency on external partners for achieving high-impact research. A wide positive gap, where global impact is high but the impact of institution-led research is lower, signals a potential sustainability risk. It raises questions about whether the institution's scientific prestige is fully derived from its own structural capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, inviting a reflection on fostering more endogenous excellence.
The institution maintains a prudent profile with a Z-score of -0.559, substantially lower than the national average of -0.151. This demonstrates that the university manages its research environment with more rigor than the national standard in this regard. The low incidence of hyperprolific authors suggests a healthy balance between productivity and quality, effectively mitigating risks such as coercive authorship or the assignment of credit without meaningful intellectual contribution. This focus on substantive work over sheer volume reinforces the integrity of the institution's scientific record.
With a Z-score of -0.268, which is even lower than the national average of -0.227, the institution demonstrates a total operational silence regarding this risk indicator. This strong performance underscores a firm commitment to independent, external peer review. By avoiding excessive dependence on in-house journals, the university circumvents potential conflicts of interest and academic endogamy. This practice ensures its scientific production is validated through standard competitive channels, maximizing global visibility and reinforcing the credibility of its research.
The institution's Z-score of 0.508 marks a moderate deviation from the national context, where the average score is -0.003 (low risk). This indicates a greater sensitivity to risk factors associated with data fragmentation at the university compared to its national peers. A high value in this indicator serves as an alert for the practice of dividing a single coherent study into 'minimal publishable units' to artificially inflate productivity metrics. This dynamic, often called 'salami slicing,' can distort the scientific evidence base and should be reviewed to ensure that the pursuit of volume does not compromise the generation of significant new knowledge.
