| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.163 | -0.119 |
|
Retracted Output
|
0.577 | -0.208 |
|
Institutional Self-Citation
|
0.286 | 0.208 |
|
Discontinued Journals Output
|
-0.339 | -0.328 |
|
Hyperauthored Output
|
0.700 | 0.881 |
|
Leadership Impact Gap
|
0.272 | 0.809 |
|
Hyperprolific Authors
|
-0.063 | 0.288 |
|
Institutional Journal Output
|
-0.268 | -0.139 |
|
Redundant Output
|
0.657 | 0.778 |
Kanazawa University presents a solid scientific integrity profile, characterized by a low overall risk score of 0.184. The institution demonstrates exceptional strengths in areas of fundamental research governance, particularly in its rigorous selection of publication venues and its commitment to external peer review, as evidenced by very low rates of output in discontinued or institutional journals. However, a cluster of medium-risk indicators, including the rates of multiple affiliations, retracted output, and institutional self-citation—all of which moderately exceed national averages—warrants strategic attention. These vulnerabilities, though not critical, could subtly undermine the university's mission to be "a research university dedicated to education, while opening up its doors to both local and global society." The institution's strong academic standing, with top-tier national rankings in fields such as Biochemistry, Genetics and Molecular Biology, Psychology, and Medicine, provides a robust foundation for this mission. To fully align its operational practices with its global aspirations, the university is encouraged to review its internal quality control and citation policies, ensuring that its reputation for excellence is matched by unimpeachable scientific integrity.
The institution registers a Z-score of 0.163, while the national average is -0.119. 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-than-average rate at Kanazawa University suggests a need to ensure these practices are driven by genuine collaboration rather than strategic attempts to inflate institutional credit or "affiliation shopping." A review of affiliation policies could help clarify guidelines and reinforce the institution's commitment to transparent academic accounting.
With a Z-score of 0.577, the institution shows a higher incidence of retractions compared to the national average of -0.208. This moderate deviation suggests a potential vulnerability in the university's pre-publication quality control mechanisms relative to the national standard. Retractions can signify responsible supervision when correcting honest errors; however, a rate significantly higher than its peers alerts to a possible systemic issue. This finding indicates that quality assurance processes may be failing more frequently than elsewhere in the country, pointing to a need for qualitative verification by management to strengthen the institutional integrity culture and prevent recurring malpractice or methodological lapses.
The university's Z-score for this indicator is 0.286, positioning it above the national average of 0.208. Although a medium level of self-citation is a systemic pattern in the country, the institution shows a higher exposure to this risk. This elevated rate could signal the formation of 'echo chambers' where research is validated internally without sufficient external scrutiny. A certain level of self-citation is natural, but this disproportionately high value warns of a potential for endogamous impact inflation, suggesting that the university's academic influence might be oversized by internal dynamics rather than by broader recognition from the global scientific community.
The institution demonstrates an exemplary performance with a Z-score of -0.339, which is consistent with the low-risk national context (Z-score of -0.328). This alignment reflects a robust and effective process for selecting publication channels. The complete absence of risk signals in this area indicates that the university exercises strong due diligence, successfully avoiding journals that fail to meet international ethical or quality standards. This practice protects the institution from severe reputational risks and ensures that research resources are not wasted on predatory or low-quality publishing outlets.
Kanazawa University has a Z-score of 0.700, which, despite being in the medium-risk range, is notably lower than the national average of 0.881. This suggests a differentiated management approach where the institution successfully moderates a risk that is more pronounced across the country. This indicates that the university is more effective than its peers at distinguishing between necessary massive collaboration in "Big Science" and practices of author list inflation. By maintaining better control, the institution promotes greater individual accountability and transparency in its collaborative research projects.
The institution records a Z-score of 0.272, significantly lower than the national average of 0.809. This demonstrates differentiated management of a common risk, indicating that the university's scientific prestige is more structurally sound and less dependent on external partners. While it is common for institutions to rely on collaborations for impact, this smaller gap suggests that Kanazawa University exercises strong intellectual leadership in its research. This reflects a high level of real internal capacity, where excellence metrics are driven by the institution's own contributions rather than primarily by strategic positioning in collaborations led by others.
With a Z-score of -0.063, the university shows a low-risk profile that contrasts sharply with the medium-risk national average of 0.288. This demonstrates institutional resilience, as internal control mechanisms appear to effectively mitigate a systemic risk prevalent in the country. This low rate indicates a healthy balance between productivity and quality, successfully avoiding the potential for coercive authorship, data fragmentation, or the assignment of authorship without meaningful intellectual contribution. The university's environment seems to prioritize the integrity of the scientific record over the simple inflation of publication metrics.
The institution's Z-score of -0.268 is exceptionally low, surpassing even the very low-risk national average of -0.139. This signals a total operational silence in this area, reflecting a complete absence of any risk associated with academic endogamy. This outstanding result demonstrates a firm institutional commitment to independent, external peer review for validating its research. By avoiding reliance on in-house journals, the university eliminates potential conflicts of interest and ensures its scientific production competes on a global stage, thereby maximizing its visibility and credibility.
The university's Z-score of 0.657 is situated within the medium-risk category but remains below the national average of 0.778. This indicates a differentiated management approach, where the institution moderates a risk that is common throughout the national system. Although a moderate signal for data fragmentation or 'salami slicing' is present, the university demonstrates better control than its peers. This suggests a stronger institutional culture that prioritizes the publication of significant, coherent studies over the practice of dividing research into minimal publishable units to artificially inflate productivity metrics.
