| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.562 | -0.119 |
|
Retracted Output
|
-0.437 | -0.208 |
|
Institutional Self-Citation
|
0.919 | 0.208 |
|
Discontinued Journals Output
|
-0.497 | -0.328 |
|
Hyperauthored Output
|
-0.864 | 0.881 |
|
Leadership Impact Gap
|
0.224 | 0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.288 |
|
Institutional Journal Output
|
-0.268 | -0.139 |
|
Redundant Output
|
0.672 | 0.778 |
Toyama Prefectural University demonstrates a robust scientific integrity profile, with an overall risk score of -0.407 indicating performance that is significantly healthier than the global average. The institution exhibits exceptional strengths in maintaining very low-risk levels for retracted output, publication in discontinued journals, hyperprolific authorship, and use of institutional journals, effectively insulating itself from national vulnerabilities in these areas. Key areas for strategic attention include a medium-risk exposure to Institutional Self-Citation, where the university's rate is notably higher than the national average, and to a lesser extent, Redundant Output. These strengths are foundational to its notable research capacity, particularly in its highest-ranked thematic areas according to SCImago Institutions Rankings data, including Engineering, Computer Science, and Pharmacology, Toxicology and Pharmaceutics. To fully align with its mission to "Contribute to the betterment of the Prefecture" and "Provide innovative education," it is crucial to address the risk of academic endogamy suggested by the self-citation patterns. Ensuring that the university's excellent work is validated by the global community, not just internally, will solidify its reputation for excellence and its commitment to a better future. A proactive focus on mitigating these specific vulnerabilities will ensure that its operational practices fully reflect its high scientific standards and social mission.
The institution presents a Z-score of -0.562, which is lower than the national average of -0.119. This prudent profile suggests that the university manages its collaborative processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate indicates a well-governed approach to academic collaboration. This helps ensure transparency and avoids strategic attempts to inflate institutional credit or engage in "affiliation shopping," thereby reinforcing the authenticity of its research partnerships.
With a Z-score of -0.437, the institution demonstrates an almost complete absence of risk signals, a figure that is even stronger than the low-risk national average of -0.208. This low-profile consistency indicates that the university's quality control and supervision mechanisms are exceptionally robust. Retractions can sometimes result from honest error correction, but such a minimal rate strongly suggests that systemic failures, recurring malpractice, or a lack of methodological rigor are not present. This performance is a testament to a deeply embedded culture of integrity that effectively safeguards the quality of its scientific record before publication.
The university's Z-score for this indicator is 0.919, a value significantly higher than the national average of 0.208. This result signals a high exposure to this risk factor, suggesting the institution is more prone to this behavior than its national peers. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this disproportionately high rate warns of a potential 'echo chamber' where the institution's work is validated internally without sufficient external scrutiny. This dynamic creates a risk of endogamous impact inflation, where academic influence may be oversized by internal citation practices rather than by recognition from the global scientific community, and warrants a strategic review.
The institution's Z-score of -0.497 is well below the national average of -0.328, reflecting a consistent and responsible approach to selecting publication venues. This absence of risk signals aligns with the national standard of integrity in this area. A high proportion of output in discontinued journals can be a critical alert regarding due diligence, but the university's extremely low rate demonstrates a strong commitment to channeling its research through media that meet international ethical and quality standards. This practice effectively mitigates reputational risks and avoids the wasting of resources on 'predatory' or low-quality publishing.
With a Z-score of -0.864, the institution shows remarkable resilience against a risk that is more prevalent at the national level (country Z-score of 0.881). This indicates that the university's internal control mechanisms are effectively mitigating the country's systemic risks related to authorship. While extensive author lists are legitimate in 'Big Science' contexts, the university's low rate suggests it successfully distinguishes between necessary massive collaboration and practices like 'honorary' authorship. This fosters a culture of individual accountability and transparency in crediting contributions.
The institution records a Z-score of 0.224, which, while indicating a medium-risk signal, represents a differentiated and more controlled management compared to the national average of 0.809. This smaller gap suggests that the university moderates a risk that is common throughout the country. A wide positive gap can signal that an institution's prestige is overly dependent on external partners where it does not exercise intellectual leadership. The university's more balanced score indicates a healthier dynamic, suggesting that its scientific prestige is increasingly a result of its own structural capacity and not just its strategic positioning in collaborations.
The university's Z-score of -1.413 signifies a state of preventive isolation from a risk that is present at a medium level in the national environment (country Z-score of 0.288). The institution does not replicate the risk dynamics observed in its environment, showing a near-total absence of hyperprolific publishing activity. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The university's performance here points to a healthy research culture that prioritizes quality and scientific integrity over the inflation of quantitative metrics, avoiding risks such as coercive authorship or authorship assigned without real participation.
With a Z-score of -0.268, the institution demonstrates a near-total operational silence in this area, performing even better than the very low-risk national average of -0.139. This absence of risk signals, even below the national baseline, is a strong indicator of the university's commitment to global standards. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The university's practice of avoiding these channels ensures its scientific production is validated through standard competitive processes, maximizing its global visibility and credibility.
The institution's Z-score of 0.672 indicates a medium-risk signal, but it reflects a more controlled management of this issue compared to the national average of 0.778. This suggests the university is moderating a risk that appears common in the country. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. While the university is not entirely immune to this behavior, its lower-than-average score suggests a stronger institutional focus on publishing coherent, significant studies rather than prioritizing volume, thereby better preserving the integrity of the scientific record.
