| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.611 | -0.119 |
|
Retracted Output
|
-0.400 | -0.208 |
|
Institutional Self-Citation
|
-0.231 | 0.208 |
|
Discontinued Journals Output
|
-0.248 | -0.328 |
|
Hyperauthored Output
|
0.635 | 0.881 |
|
Leadership Impact Gap
|
0.843 | 0.809 |
|
Hyperprolific Authors
|
0.424 | 0.288 |
|
Institutional Journal Output
|
-0.268 | -0.139 |
|
Redundant Output
|
1.566 | 0.778 |
Gunma University presents a balanced integrity profile with an overall risk score of -0.074, indicating a general alignment with expected research practices. Key strengths are evident in its commitment to external validation, demonstrated by a very low rate of publication in institutional journals and a resiliently low rate of institutional self-citation, which contrasts favorably with national trends. These practices reinforce the quality and global reach of its research. Conversely, areas requiring strategic attention include a high exposure to redundant publications (salami slicing) and a notable incidence of hyperprolific authors, suggesting a potential imbalance between publication volume and novel contribution. These operational dynamics support the university's strong positioning in key research fields, as evidenced by its SCImago Institutions Rankings, where it ranks among the top national institutions in areas such as Energy, Pharmacology, Toxicology and Pharmaceutics, and Physics and Astronomy. While the university's strengths align with its mission to "elevate the global standards," the identified risks could challenge the pursuit of "cutting-edge creative academic pursuits" by incentivizing fragmentation over foundational discovery. A proactive review of publication and authorship policies is recommended to ensure that institutional practices fully support the university's core mission, reinforcing its reputation for academic excellence and responsible research.
The institution shows a Z-score of -0.611, which is notably lower than the national average of -0.119. This prudent profile suggests that the university manages its affiliation processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this low score indicates that the institution is not exposed to the risks of strategic "affiliation shopping" designed to artificially inflate institutional credit, reflecting a clear and transparent approach to academic collaboration.
With a Z-score of -0.400 compared to the country's -0.208, the institution demonstrates low-profile consistency in its publication quality. This absence of significant risk signals aligns with the national standard for research integrity. Retractions are complex events, but a very low rate, as observed here, suggests that the university's quality control mechanisms prior to publication are robust and effective, preventing systemic failures and reinforcing confidence in its scientific output.
The university's Z-score of -0.231 stands in stark contrast to the national average of 0.208. This demonstrates significant institutional resilience, as its control mechanisms appear to successfully mitigate a systemic risk observed across the country. A certain level of self-citation is natural, but the country's medium-risk score points to a broader trend of scientific isolation or "echo chambers." Gunma University's low score, however, indicates that its work receives sufficient external scrutiny, avoiding the risk of endogamous impact inflation and confirming that its academic influence is validated by the global community.
The institution's Z-score of -0.248 is slightly higher than the national average of -0.328, signaling an incipient vulnerability. Although both scores are low, the university shows signals that warrant review before they escalate. A high proportion of output in discontinued journals can constitute a critical alert regarding due diligence in selecting dissemination channels. This minor deviation suggests a need to reinforce information literacy among researchers to ensure institutional resources are not inadvertently channeled toward low-quality or predatory media, thereby protecting the university's reputation.
With a Z-score of 0.635, the institution's rate is lower than the national average of 0.881. This reflects a differentiated management approach, where the university successfully moderates a risk that appears more common across the country. While extensive author lists are legitimate in "Big Science," a high rate can indicate author list inflation outside these contexts. By maintaining a lower score than its national peers, the institution demonstrates better control in distinguishing between necessary massive collaboration and potentially problematic "honorary" authorship practices, thereby promoting individual accountability.
The institution's Z-score of 0.843 is nearly identical to the national average of 0.809, indicating a systemic pattern. This risk level reflects shared practices or dependencies at a national level. A wide positive gap, as suggested by this medium-level score, signals a potential sustainability risk where scientific prestige may be dependent on external partners rather than being structurally generated from within. This invites strategic reflection on whether the university's excellence metrics result from its own internal capacity and intellectual leadership or from its positioning in collaborations led by others.
The university's Z-score of 0.424 is higher than the national average of 0.288, indicating high exposure to this risk factor. This suggests the institution is more prone to showing alert signals in this area than its environment average. While high productivity can reflect leadership, extreme individual publication volumes challenge the limits of meaningful intellectual contribution. This elevated score alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is even lower than the already low national average of -0.139, demonstrating total operational silence in this risk area. This absence of risk signals, even below the national average, is a clear strength. It indicates a strong commitment to independent external peer review and global visibility, effectively avoiding the conflicts of interest and academic endogamy that can arise from excessive dependence on in-house journals. This practice ensures that the university's scientific production is validated through standard competitive channels.
With a Z-score of 1.566, the institution's rate is substantially higher than the national average of 0.778. This signals high exposure, suggesting the center is significantly more prone to this risk than its national environment. A high value here alerts to the potential practice of data fragmentation or "salami slicing," where a coherent study is divided into minimal publishable units to artificially inflate productivity. This practice not only distorts the available scientific evidence but also overburdens the review system, prioritizing volume over the generation of significant new knowledge and requiring management attention.