University of Colorado, Denver

Region/Country

Northern America
United States
Universities and research institutions

Overall

-0.212

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.212 -0.514
Retracted Output
-0.334 -0.126
Institutional Self-Citation
-1.087 -0.566
Discontinued Journals Output
-0.447 -0.415
Hyperauthored Output
0.825 0.594
Leadership Impact Gap
1.850 0.284
Hyperprolific Authors
-0.431 -0.275
Institutional Journal Output
-0.268 -0.220
Redundant Output
-0.215 0.027
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The University of Colorado, Denver, demonstrates a robust scientific integrity profile, with an overall risk score of -0.212 indicating a low-risk operational environment. The institution exhibits exceptional strength in areas of academic independence and publication ethics, showing very low rates of institutional self-citation, output in discontinued journals, and publication in its own journals. These results underscore a culture of external validation and global integration. However, areas requiring strategic attention have been identified, specifically a medium-risk exposure to hyper-authored publications and a significant gap between the impact of its total output and that of its leader-authored research. These vulnerabilities could potentially undermine the institution's mission to provide "leadership in... advancing research and knowledge." While the university's excellence is undisputed in key thematic areas such as Medicine (ranked 65th globally), Biochemistry, Genetics and Molecular Biology (135th), and Psychology (149th) according to SCImago Institutions Rankings data, a dependency on external partners for impact and potential authorship inflation could challenge the perception of genuine internal leadership and high-quality research. To fully align its practices with its mission, it is recommended that the university leverage its strong integrity foundation to develop targeted policies that enhance transparency in authorship and foster greater intellectual leadership in collaborative research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -0.212, which, while within a low-risk threshold, is slightly elevated compared to the national average of -0.514. This subtle divergence suggests an incipient vulnerability that warrants monitoring. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this indicator shows that the university's researchers declare multiple institutional affiliations at a rate that is beginning to stand out from the national norm. A continued upward trend could signal strategic attempts to inflate institutional credit or “affiliation shopping,” making it prudent to review the context of these affiliations to ensure they reflect substantive collaborations.

Rate of Retracted Output

With a Z-score of -0.334, the institution demonstrates a prudent profile, showing a lower incidence of retracted publications than the national average of -0.126. This favorable comparison suggests that the university's internal quality control and supervision mechanisms are managed with more rigor than the national standard. A low rate of retractions is a strong indicator of a healthy integrity culture, where potential methodological errors or malpractice are effectively identified and corrected prior to publication, safeguarding the institution's reputation and the reliability of its scientific contributions.

Rate of Institutional Self-Citation

The institution's Z-score of -1.087 is exceptionally low, positioning it well below the national average of -0.566. This demonstrates a consistent and commendable low-risk profile, where the absence of problematic signals aligns with and improves upon the national standard. A certain level of self-citation is natural, but this very low rate confirms that the university avoids scientific isolation or 'echo chambers.' It is a clear sign that the institution's academic influence is validated by the broader global community rather than being inflated by internal dynamics, reflecting a high degree of external integration and scrutiny.

Rate of Output in Discontinued Journals

The university exhibits a Z-score of -0.447, indicating a near-total absence of publications in discontinued journals, a rate even lower than the national average of -0.415. This represents a state of total operational silence regarding this risk, signaling exceptional due diligence in the selection of dissemination channels. This practice effectively insulates the institution from the severe reputational risks associated with 'predatory' or low-quality publishing, demonstrating a strong commitment to channeling its scientific output through credible and ethically sound media.

Rate of Hyper-Authored Output

The institution's Z-score of 0.825 is in the medium-risk range and notably higher than the national average of 0.594, indicating a high exposure to this risk factor. This suggests the university is more prone than its national peers to publishing works with extensive author lists. Outside of 'Big Science' contexts where such lists are standard, this pattern can be a warning sign of author list inflation, which dilutes individual accountability and transparency. This signal warrants a closer examination of authorship practices to distinguish between necessary massive collaboration and potentially problematic 'honorary' or political authorship.

Gap between Impact of total output and the impact of output with leadership

With a Z-score of 1.850, the institution shows a significantly higher exposure to this risk indicator compared to the national average of 0.284. This wide positive gap, where overall impact is high but the impact of research led by the institution is comparatively low, signals a potential sustainability risk. It suggests that the university's scientific prestige may be dependent and exogenous, stemming from its participation in high-impact collaborations where it does not exercise primary intellectual leadership. This finding invites a strategic reflection on whether its excellence metrics are the result of genuine internal capacity or a reliance on external partners.

Rate of Hyperprolific Authors

The institution maintains a prudent profile with a Z-score of -0.431, which is lower than the national average of -0.275. This indicates that the university manages its research environment with more rigor than the national standard, effectively discouraging extreme individual publication volumes. This controlled rate suggests a healthy balance between productivity and quality, minimizing the risks of coercive authorship or the assignment of credit without meaningful intellectual contribution. It reflects an institutional culture that prioritizes the integrity of the scientific record over the simple inflation of publication metrics.

Rate of Output in Institutional Journals

The university's Z-score of -0.268 is almost identical to the national average of -0.220, demonstrating integrity synchrony and total alignment with an environment of maximum scientific security. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, which is fundamental for achieving global visibility and competitive validation, rather than using internal channels as 'fast tracks' for publication.

Rate of Redundant Output

With a Z-score of -0.215, the institution shows a low level of redundant output, contrasting sharply with the medium-risk level of 0.027 observed nationally. This demonstrates significant institutional resilience, as its internal control mechanisms appear to effectively mitigate a systemic risk prevalent in its environment. This low rate indicates that the university fosters a culture that discourages 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications. By doing so, the institution prioritizes the generation of significant new knowledge over the artificial inflation of productivity metrics.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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