| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.123 | 1.550 |
|
Retracted Output
|
-0.334 | -0.138 |
|
Institutional Self-Citation
|
-0.617 | -0.328 |
|
Discontinued Journals Output
|
-0.323 | -0.472 |
|
Hyperauthored Output
|
-0.679 | 0.597 |
|
Leadership Impact Gap
|
1.043 | 0.020 |
|
Hyperprolific Authors
|
-1.413 | -0.350 |
|
Institutional Journal Output
|
-0.268 | -0.262 |
|
Redundant Output
|
0.116 | -0.362 |
Mid Sweden University presents a robust scientific integrity profile, with an overall risk score of -0.228 indicating a performance well above the global average. The institution's primary strengths lie in its exceptionally low rates of hyperprolific authorship and publication in institutional journals, complemented by strong controls over retracted output and institutional self-citation. These factors point to a culture that prioritizes quality and external validation. However, areas requiring strategic attention include a medium-risk exposure in the rate of multiple affiliations, a notable gap between overall impact and the impact of internally-led research, and a tendency towards redundant publications. The university's academic strengths, as reflected in the SCImago Institutions Rankings, are particularly prominent in Chemistry, Energy, Physics and Astronomy, and Computer Science. These results align with its mission to be a "meeting place for knowledge, cooperation and new ideas," yet the identified vulnerabilities suggest a need to refine its collaborative strategy. To fully embody its mission, the university should ensure that its partnerships build sustainable internal capacity and that the drive for "new ideas" is not diluted by practices that favor quantity over substantive scientific advancement. By leveraging its solid integrity foundation, Mid Sweden University is well-positioned to address these moderate risks and further solidify its role as a hub of excellent and responsible research.
The institution's Z-score of 1.123, while indicating a medium level of activity, is notably lower than the national average of 1.550. This suggests that while Mid Sweden University engages in the collaborative practices common throughout the country, it does so with greater moderation than its peers. This differentiated management helps mitigate some of the inherent risks. While multiple affiliations are often a legitimate result of partnerships, the moderate signal warrants a review to ensure these collaborations are primarily driven by scientific synergy rather than strategic attempts to inflate institutional credit or "affiliation shopping," thereby reinforcing the quality and authenticity of its cooperative network.
With a Z-score of -0.334, the institution demonstrates a prudent profile that is significantly healthier than the national average of -0.138. This low rate of retractions points toward effective and rigorous internal quality control mechanisms. Retractions can be complex events, but a score this low suggests that systemic failures in pre-publication supervision are not a concern. Instead, it reflects a strong integrity culture where methodological rigor is prioritized, preventing the kind of recurring malpractice or errors that could otherwise damage the institution's scientific reputation.
The institution exhibits a very low rate of self-citation (Z-score: -0.617), positioning it more favorably than the national standard (Z-score: -0.328). This prudent profile indicates that the university's research is validated by the broader scientific community, avoiding the risks of operating in a scientific "echo chamber." A certain level of self-citation is natural, but this low value confirms that the institution's academic influence is built on external recognition rather than being artificially inflated by endogamous internal dynamics, reflecting a healthy integration into global research conversations.
The institution's Z-score of -0.323 indicates a low-risk signal that nonetheless represents a slight divergence from the national context, where this risk is virtually non-existent (Z-score: -0.472). This finding suggests a minor but noteworthy vulnerability. A high proportion of publications in such journals would be a critical alert, but even this low signal indicates a potential lapse in due diligence when selecting dissemination channels. It highlights a need to reinforce information literacy among researchers to avoid channeling valuable work through media that may not meet international ethical or quality standards, thus preventing reputational damage and the misallocation of resources.
With a Z-score of -0.679, the institution demonstrates strong resilience against the national trend, where hyper-authorship presents a medium-level risk (Z-score: 0.597). This capacity to filter out systemic pressures suggests effective internal governance regarding authorship practices. By maintaining a low rate of publications with extensive author lists, the university successfully distinguishes between necessary massive collaboration in "Big Science" and potentially problematic author list inflation. This control helps preserve individual accountability and transparency, reinforcing the integrity of its research contributions.
The institution shows high exposure in this area, with a Z-score of 1.043 that is significantly more pronounced than the national average of 0.020. This wide positive gap, where the institution's overall impact is high but the impact of research it leads is comparatively low, signals a potential sustainability risk. It suggests that the university's scientific prestige may be overly dependent on external partners rather than being driven by its own structural capacity. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal innovation or from a positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 signifies a complete absence of risk signals, aligning with and even surpassing the low-risk national standard (Z-score: -0.350). This low-profile consistency is a clear indicator of a healthy research environment. By avoiding extreme individual publication volumes, the university effectively mitigates the risks of imbalances between quantity and quality. This result suggests that practices such as coercive authorship or assigning credit without meaningful intellectual contribution are not prevalent, ensuring that the integrity of the scientific record is prioritized over the inflation of productivity metrics.
With a Z-score of -0.268, the institution demonstrates perfect integrity synchrony with its national environment, which has a nearly identical score of -0.262. This shared commitment to a very low-risk profile indicates a strong preference for external, independent validation of its research. By avoiding dependence on in-house journals, the university circumvents potential conflicts of interest and the risk of academic endogamy. This practice ensures its scientific production undergoes standard competitive peer review, thereby maximizing its global visibility and credibility.
The institution's Z-score of 0.116 registers as a medium-level risk, representing a moderate deviation from the low-risk national context (Z-score: -0.362). This suggests the university is more sensitive than its peers to practices that can artificially inflate publication counts. This alert points to a potential vulnerability to "salami slicing," where a single coherent study is fragmented into multiple, minimally distinct articles. Such a practice not only overburdens the peer-review system but also distorts the scientific evidence, prioritizing publication volume over the generation of significant new knowledge and warranting a review of authoring guidelines.
