| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.496 | -0.119 |
|
Retracted Output
|
-0.202 | -0.208 |
|
Institutional Self-Citation
|
2.703 | 0.208 |
|
Discontinued Journals Output
|
-0.293 | -0.328 |
|
Hyperauthored Output
|
-0.872 | 0.881 |
|
Leadership Impact Gap
|
-0.084 | 0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.288 |
|
Institutional Journal Output
|
-0.268 | -0.139 |
|
Redundant Output
|
14.680 | 0.778 |
Kanazawa Institute of Technology presents a profile of pronounced contrasts, with an overall integrity score of 0.384 reflecting both exceptional governance in several key areas and critical vulnerabilities that require immediate attention. The institution demonstrates remarkable strengths, particularly in maintaining very low rates of hyperprolific authors, multiple affiliations, and output in its own journals, effectively isolating itself from national risk trends. This robust foundation is complemented by a notable focus in the field of Engineering, as evidenced by its standing in the SCImago Institutions Rankings. However, this positive performance is severely undermined by significant risk levels in institutional self-citation and, most critically, in redundant output (salami slicing). These practices directly challenge the institution's mission to be a center "where those who perceive truth may strive to make others see," as they prioritize metric inflation over the generation of substantive knowledge. To fully align its operational reality with its aspirational goals of contributing to scientific progress, the institution should leverage its clear strengths in research culture to conduct a targeted review of its publication and citation policies, ensuring that all academic output reflects the highest standards of integrity and excellence.
The institution exhibits exemplary performance in this area, with a Z-score of -1.496, which is significantly lower than the national average of -0.119. This result indicates a clear and positive operational standard, suggesting that the institution's policies or culture effectively prevent the strategic inflation of institutional credit or "affiliation shopping." The absence of risk signals in this indicator, even when compared to a country with an already low-risk profile, points to a consistent and well-managed approach to academic collaboration and researcher affiliation.
With a Z-score of -0.202, the institution's rate of retracted output is statistically aligned with the national average of -0.208. This correspondence suggests that the institution's performance is normal for its context and that its pre-publication quality control mechanisms operate at a level consistent with national standards. Retractions can be complex events, sometimes resulting from honest corrections. In this case, the data does not point to any systemic failure or unusual vulnerability in the institution's integrity culture, reflecting a standard and expected level of scientific oversight.
A significant alert is raised by the institution's Z-score of 2.703, which is substantially higher than the national average of 0.208. This disparity indicates that the institution is not only following but amplifying a national vulnerability towards insular citation practices. While a certain level of self-citation is natural to build upon established research, this disproportionately high rate signals a concerning risk of scientific isolation or the creation of an 'echo chamber.' This practice may lead to endogamous impact inflation, where the institution's academic influence is artificially magnified by internal dynamics rather than validated by the broader global scientific community, warranting a strategic review of its dissemination and impact validation practices.
The institution's Z-score of -0.293 for output in discontinued journals is in close alignment with the national average of -0.328. This indicates a normal level of risk, consistent with the national context. The performance suggests that the institution's researchers exercise a standard degree of due diligence in selecting publication venues. There is no evidence of a systemic issue where a significant portion of scientific production is channeled through media that fail to meet international ethical or quality standards, thereby avoiding the most severe reputational risks associated with predatory publishing.
The institution demonstrates strong institutional resilience, with a Z-score of -0.872 in a national context that shows a medium risk (0.881). This suggests that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in 'Big Science' collaborations, the institution's low score indicates it successfully avoids the pitfalls of author list inflation in other contexts. This performance points to a healthy culture of accountability and transparency, where authorship is likely tied to meaningful contribution rather than 'honorary' or political practices.
With a Z-score of -0.084, the institution shows a commendable ability to generate impact from its own-led research, contrasting sharply with the national average of 0.809, which signals a broader dependency on external partners. This result indicates that the institution's scientific prestige is largely structural and endogenous, not reliant on collaborations where it does not exercise intellectual leadership. This capacity for self-driven impact is a sign of scientific maturity and sustainability, suggesting that its excellence metrics are rooted in real internal research capabilities.
The institution shows outstanding performance in this indicator, with a Z-score of -1.413, effectively isolating itself from the medium-risk dynamics observed at the national level (0.288). This demonstrates a robust and healthy research environment that does not incentivize or permit extreme individual publication volumes. By avoiding this risk, the institution mitigates the potential for imbalances between quantity and quality, coercive authorship, or other practices that prioritize metrics over the integrity of the scientific record. This result is a strong positive signal about the institution's academic culture.
The institution's Z-score of -0.268 is even lower than the already very low national average of -0.139, indicating a complete absence of risk signals in this area. This exceptional performance shows a strong commitment to external validation and global visibility, avoiding the potential conflicts of interest and academic endogamy associated with excessive reliance on in-house journals. By channeling its research through external peer-reviewed venues, the institution ensures its scientific production is subject to independent scrutiny, reinforcing its credibility and global reach.
This indicator represents a critical red flag for the institution, with an extremely high Z-score of 14.680 that far exceeds the national medium-risk average of 0.778. This value suggests that the institution is severely amplifying a national vulnerability, pointing to a systemic practice of data fragmentation or 'salami slicing.' Such a high rate of bibliographic overlap between publications indicates that coherent studies may be being divided into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the scientific evidence but also overburdens the peer-review system, prioritizing volume over the generation of significant new knowledge. An urgent and thorough review of publication ethics and authorship guidelines is strongly recommended.
