| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.499 | -0.514 |
|
Retracted Output
|
-0.390 | -0.126 |
|
Institutional Self-Citation
|
-0.445 | -0.566 |
|
Discontinued Journals Output
|
-0.455 | -0.415 |
|
Hyperauthored Output
|
-0.529 | 0.594 |
|
Leadership Impact Gap
|
-0.016 | 0.284 |
|
Hyperprolific Authors
|
-1.348 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.118 | 0.027 |
The University of Idaho demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.475 that indicates a performance significantly healthier than the global average. This strong foundation is built upon exceptional control in several key areas, particularly in preventing retractions, avoiding discontinued journals, and managing hyperprolific authorship, where risks are virtually non-existent. The institution also exhibits remarkable resilience, effectively mitigating systemic national vulnerabilities related to hyper-authorship, impact dependency, and redundant publications. This operational excellence aligns seamlessly with the university's mission to be a land-grant leader in research and transformative education. The institution's strong standing in thematic areas such as Veterinary, Chemistry, Agricultural and Biological Sciences, and Biochemistry, Genetics and Molecular Biology, as evidenced by SCImago Institutions Rankings data, is a direct reflection of this commitment to quality. By maintaining such high standards of integrity, the University of Idaho ensures that its pursuit of "focused excellence" and its role in solving "complex problems" are based on credible, reliable, and ethically sound research, thereby fully honoring its social contract. The university is well-positioned to continue its trajectory of impactful and responsible scholarship, and is encouraged to maintain its current governance frameworks while proactively monitoring for any emergent risks.
The University of Idaho presents a Z-score of -0.499, a figure that is statistically aligned with the national average of -0.514. This proximity suggests that the institution's level of collaborative activity, as reflected by multiple affiliations, is normal and consistent with the practices observed across the United States. The data does not indicate any unusual patterns that would suggest strategic attempts to inflate institutional credit or "affiliation shopping." Instead, the observed rate reflects a standard and expected engagement in partnerships and researcher mobility, which are legitimate and productive features of the modern academic landscape.
With a Z-score of -0.390, the institution demonstrates an exceptionally low rate of retracted publications, performing significantly better than the national average of -0.126. This absence of risk signals, in an environment that already has a low incidence, points to highly effective and consistent quality control mechanisms. A high rate of retractions can suggest systemic failures in pre-publication review or recurring malpractice. In contrast, the university's outstanding performance in this area is a strong indicator of a healthy integrity culture, where methodological rigor and responsible supervision are prioritized, ensuring the reliability of its scientific record.
The institution's Z-score for self-citation is -0.445, which, while indicating a low overall risk, is slightly elevated compared to the national average of -0.566. This minor deviation suggests an incipient vulnerability that warrants observation. While a certain level of self-citation is natural and reflects the continuity of established research lines, this subtle increase could be an early signal of a trend towards scientific isolation. It is advisable to monitor this indicator to ensure that the institution's academic influence continues to be validated by the global community, thereby avoiding the potential for endogamous impact inflation or the formation of 'echo chambers'.
The University of Idaho's Z-score of -0.455 is in perfect synchrony with the national average of -0.415, both of which represent a virtually non-existent risk. This total alignment with a secure national environment demonstrates exemplary due diligence in the selection of dissemination channels. A high proportion of publications in discontinued journals would be a critical alert for reputational risk, suggesting a failure to avoid 'predatory' or low-quality media. The university's performance, however, confirms a strong commitment to publishing in reputable venues that meet international ethical and quality standards, safeguarding its resources and academic standing.
The institution exhibits significant institutional resilience with a Z-score of -0.529, maintaining a low-risk profile in stark contrast to the medium-risk national average of 0.594. This indicates that the university's internal governance effectively mitigates a systemic trend seen elsewhere in the country. While extensive author lists can be legitimate in 'Big Science' collaborations, a high rate outside these contexts often signals author list inflation. The university's ability to control this risk suggests that its policies successfully distinguish between necessary massive collaboration and problematic 'honorary' authorship practices, thereby preserving individual accountability and transparency.
With a Z-score of -0.016, the university demonstrates a low-risk profile, showcasing strong resilience against the national trend, which sits at a medium-risk Z-score of 0.284. A wide positive gap often signals a sustainability risk, where an institution's prestige is overly dependent on external partners rather than its own intellectual leadership. The University of Idaho's controlled, minimal gap indicates that its scientific impact is structural and generated internally. This reflects a healthy balance, where excellence metrics result from genuine internal capacity and the institution exercises clear leadership in its collaborations.
The institution's Z-score of -1.348 is exceptionally low, indicating a complete absence of risk signals and a performance that surpasses the already low-risk national standard of -0.275. This consistency with a low-risk environment underscores a culture that values quality over sheer quantity. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to issues like coercive authorship or 'salami slicing.' The university's excellent result in this area suggests a healthy research environment where productivity is balanced with a commitment to the integrity of the scientific record.
The University of Idaho's Z-score of -0.268 is in close alignment with the national average of -0.220, placing it firmly in a context of maximum scientific security with very low risk. This indicates that the institution avoids over-reliance on its own journals, thus preventing potential conflicts of interest where it would act as both judge and party. By channeling its research through external, independent peer-review processes, the university ensures its scientific production receives standard competitive validation, enhances its global visibility, and mitigates the risk of academic endogamy or the use of internal channels as 'fast tracks' for publication.
Displaying notable institutional resilience, the university maintains a low-risk Z-score of -0.118, effectively countering the medium-risk national average of 0.027. This suggests that the institution's control mechanisms successfully mitigate a broader systemic vulnerability. A high rate of redundant output, or 'salami slicing,' points to the practice of fragmenting studies into minimal publishable units to artificially inflate productivity, which distorts the scientific evidence base. The university's strong performance indicates a culture that prioritizes the generation of significant new knowledge over the pursuit of volume, thereby upholding the integrity of its research output.