| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.195 | -0.073 |
|
Retracted Output
|
-0.400 | -0.152 |
|
Institutional Self-Citation
|
-0.613 | -0.387 |
|
Discontinued Journals Output
|
-0.452 | -0.445 |
|
Hyperauthored Output
|
0.154 | 0.135 |
|
Leadership Impact Gap
|
0.799 | 0.306 |
|
Hyperprolific Authors
|
-1.413 | -0.151 |
|
Institutional Journal Output
|
-0.268 | -0.227 |
|
Redundant Output
|
-1.186 | -0.003 |
Mount Allison University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.401. The institution exhibits exceptional performance in maintaining very low-risk levels across a majority of indicators, particularly in areas concerning publication quality and author practices, such as the Rate of Retracted Output, Rate of Hyperprolific Authors, and Rate of Redundant Output. These strengths are counterbalanced by medium-risk signals in three specific areas: a higher-than-average Rate of Multiple Affiliations, a pattern of Hyper-Authored Output consistent with national trends, and a notable Gap between the impact of its total output and that led by its own researchers. Thematically, the university's strengths are recognized in the SCImago Institutions Rankings, with notable national rankings in Agricultural and Biological Sciences and Arts and Humanities. This profile largely aligns with its mission to create and disseminate knowledge in an "intimate and harmonious environment." However, the identified medium-risk areas, particularly the reliance on external leadership for impact and potential authorship inflation, could challenge the core values of internal knowledge creation and transparency. To fully embody its mission, the university is encouraged to investigate the drivers of these moderate risks, ensuring that collaborative and publication practices remain transparent and foster genuine internal capacity, thereby solidifying its already strong foundation of academic integrity.
The institution presents a Z-score of 0.195, while the national average for Canada is -0.073. This moderate deviation indicates that the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher rate at this institution warrants a closer look. It signals a potential strategic tendency to inflate institutional credit or engage in “affiliation shopping,” a practice that, if unmonitored, could diverge from a culture of transparent and straightforward academic accounting.
With a Z-score of -0.400, the institution demonstrates an exceptionally low rate of retracted publications, performing even better than the already low-risk national average of -0.152. This low-profile consistency is a strong positive signal. The virtual absence of retractions suggests that the university's quality control mechanisms prior to publication are robust and effective, aligning perfectly with a national context that also maintains high standards. This result points to a healthy integrity culture and rigorous methodological supervision, effectively preventing the systemic failures that can lead to post-publication corrections.
The institution's Z-score for self-citation is -0.613, which is notably lower than the national average of -0.387. This prudent profile suggests that the university manages its citation practices with more rigor than the national standard. A certain level of self-citation is natural, but this lower value indicates a strong reliance on external validation and a healthy integration into the global scientific conversation. It effectively mitigates the risk of creating scientific 'echo chambers' and demonstrates that the institution's academic influence is built on broad community recognition rather than endogamous or internal dynamics.
The institution's Z-score of -0.452 is almost identical to the national average of -0.445, showing total alignment with an environment of maximum scientific security. This integrity synchrony indicates that the university's researchers exercise excellent due diligence in selecting dissemination channels. This practice is a critical safeguard against reputational damage, ensuring that scientific production is not channeled through media that fail to meet international ethical or quality standards, thereby avoiding predatory or low-quality publishing practices.
The institution's Z-score of 0.154 is very close to the Canadian average of 0.135. This alignment suggests a systemic pattern, where the university's risk level reflects shared collaborative practices at a national level. While extensive author lists are legitimate in 'Big Science' contexts, this indicator serves as a signal to ensure that authorship practices remain transparent and accountable across all disciplines. It is important for the institution to internally distinguish between necessary massive collaboration and potential 'honorary' authorship, which can dilute individual responsibility.
With a Z-score of 0.799, the institution shows a significantly wider gap than the national average of 0.306. This high exposure suggests the center is more prone to this specific alert than its environment. A wide positive gap, where overall impact is high but the impact of institution-led research is lower, signals a potential sustainability risk. It suggests that the university's scientific prestige may be highly dependent on external partners rather than being structurally generated from within. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score is -1.413, indicating a near-total absence of this risk, in contrast to the country's low-risk score of -0.151. This low-profile consistency is a hallmark of a research environment that prioritizes quality and integrity. By not having authors with extreme publication volumes, the university avoids the associated risks of coercive authorship or the assignment of credit without meaningful intellectual contribution. This reinforces a culture where the integrity of the scientific record is valued over the inflation of productivity metrics.
The institution's Z-score of -0.268 is in close alignment with the national average of -0.227. This integrity synchrony demonstrates a shared commitment to avoiding academic endogamy. By minimizing reliance on in-house journals, the university ensures its scientific production undergoes independent external peer review, which is essential for global visibility and competitive validation. This practice mitigates the conflict of interest that arises when an institution acts as both judge and party, reinforcing the credibility of its research output.
The institution has a Z-score of -1.186, a figure that signals a virtually nonexistent risk and stands in favorable contrast to the country's low-risk average of -0.003. This low-profile consistency is a strong indicator of sound scientific practice. The data suggests that researchers at the university focus on publishing coherent, significant studies rather than engaging in 'salami slicing'—the practice of fragmenting a single study into multiple minimal units to artificially inflate productivity. This commitment to substance over volume strengthens the scientific record and respects the academic review system.
