| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.278 | -0.119 |
|
Retracted Output
|
-0.691 | -0.208 |
|
Institutional Self-Citation
|
-0.277 | 0.208 |
|
Discontinued Journals Output
|
-0.065 | -0.328 |
|
Hyperauthored Output
|
1.405 | 0.881 |
|
Leadership Impact Gap
|
0.777 | 0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.288 |
|
Institutional Journal Output
|
-0.268 | -0.139 |
|
Redundant Output
|
-0.175 | 0.778 |
Kanazawa Medical University demonstrates a robust scientific integrity profile, with an overall risk score of -0.330 that indicates a performance well above the standard. The institution exhibits exceptional strengths in maintaining very low rates of retracted output, hyperprolific authorship, and publication in institutional journals, effectively isolating itself from national risk trends in these areas. This strong foundation in research ethics is a credit to its internal governance. However, a significant alert is noted in the Rate of Hyper-Authored Output, which amplifies a national vulnerability and requires immediate strategic attention. This outlier, along with a moderate dependency on external collaboration for impact, presents a challenge to the University's mission "to develop good doctors with high ethical standards" and "advance medical knowledge." While its thematic leadership, evidenced by strong SCImago Institutions Rankings in Medicine, Pharmacology, and Biochemistry, is clear, ensuring transparency and accountability in authorship is crucial to prevent these integrity risks from undermining its commitment to excellence and social responsibility. A focused review of authorship and collaboration policies is recommended to align all practices with the institution's otherwise exemplary standards.
The institution presents a Z-score of -0.278, which is lower than the national average of -0.119. This indicates a prudent and well-managed approach to academic collaborations. The University's profile suggests more rigorous control over affiliation practices compared to the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's contained rate signals a healthy and transparent system that avoids strategic attempts to inflate institutional credit or engage in “affiliation shopping,” thereby reinforcing the integrity of its collaborative footprint.
With a Z-score of -0.691, the institution shows a near-total absence of risk signals, a figure that is significantly better than the already low national average of -0.208. This low-profile consistency demonstrates that the University’s quality control mechanisms are exceptionally robust. Retractions can sometimes signify responsible supervision through the correction of honest errors; however, this institution's extremely low rate strongly suggests that its pre-publication review processes are highly effective, preventing systemic failures and safeguarding its reputation and integrity culture from the outset.
The University's Z-score of -0.277 contrasts sharply with the national average of 0.208, showcasing remarkable institutional resilience. While the country shows a moderate tendency towards self-citation, the institution successfully mitigates this systemic risk. A certain level of self-citation is natural, but the University’s low rate indicates it avoids the 'echo chambers' that can arise from excessive internal validation. This suggests its academic influence is genuinely recognized by the global community rather than being inflated by endogamous dynamics, reflecting a healthy integration into international scientific discourse.
The institution's Z-score for this indicator is -0.065, which, while low, is slightly higher than the national average of -0.328. This subtle difference points to an incipient vulnerability that warrants review. Although the overall risk is minimal, the data suggests a slightly greater tendency than its national peers to publish in journals that may not meet long-term international quality standards. This serves as a minor alert to reinforce due diligence and information literacy among researchers in selecting dissemination channels to prevent any potential reputational risk or waste of resources on low-quality practices.
A Z-score of 1.405 places the institution at a significant risk level, markedly accentuating the national trend, which sits at a medium-risk score of 0.881. This is a critical area of concern, as the University is amplifying a vulnerability already present in the national system. In disciplines outside of 'Big Science,' such as high-energy physics, extensive author lists can indicate inflation, diluting individual accountability and transparency. This high value is a strong signal that requires an urgent review to distinguish between necessary massive collaboration and potential 'honorary' or political authorship practices that could compromise research integrity.
The institution's Z-score of 0.777 is nearly identical to the national average of 0.809, indicating a systemic pattern rather than an institutional anomaly. This moderate gap suggests that, like many of its national peers, the University's scientific prestige may be partially dependent on external partners. While it is common for institutions to rely on collaborations for impact, this value invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership, highlighting a potential risk to long-term research sustainability.
With an exceptionally low Z-score of -1.413, the institution demonstrates a state of preventive isolation from the national environment, where the average score is 0.288. This result is a clear strength, indicating that the University does not replicate the risk dynamics associated with hyperprolificacy observed elsewhere in the country. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The institution's near-absence of this behavior suggests a culture that prioritizes quality and scientific rigor over sheer quantity, effectively preventing risks like coercive or honorary authorship.
The institution's Z-score of -0.268 signifies a total operational silence in this risk area, performing even better than the very low national average of -0.139. This outstanding result indicates a firm commitment to external validation and global visibility. By avoiding dependence on in-house journals, the University eliminates potential conflicts of interest where it would act as both judge and party. This practice ensures its scientific production consistently undergoes independent external peer review, bypassing the risk of academic endogamy and reinforcing the credibility of its research output.
The University shows strong institutional resilience with a Z-score of -0.175, effectively controlling for a risk that is moderately prevalent at the national level (Z-score of 0.778). This demonstrates that the institution's control mechanisms are successfully mitigating a systemic trend towards data fragmentation. A low rate of redundant output, or 'salami slicing,' indicates a focus on publishing coherent, significant studies rather than artificially inflating productivity by dividing research into minimal publishable units. This practice upholds the integrity of the scientific record and shows respect for the academic review system.
