| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.027 | -0.514 |
|
Retracted Output
|
-0.428 | -0.126 |
|
Institutional Self-Citation
|
-1.458 | -0.566 |
|
Discontinued Journals Output
|
0.579 | -0.415 |
|
Hyperauthored Output
|
0.071 | 0.594 |
|
Leadership Impact Gap
|
1.490 | 0.284 |
|
Hyperprolific Authors
|
-1.079 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
0.178 | 0.027 |
Eastern Virginia Medical School demonstrates a robust scientific integrity profile, with an overall risk score of -0.236 indicating performance superior to the global average. The institution exhibits exceptional strength in areas such as Institutional Self-Citation, Multiple Affiliations, and the management of Hyperprolific Authors, reflecting a culture of external validation and ethical collaboration. These strengths are foundational to its prominent national rankings in key thematic areas, including Biochemistry, Genetics and Molecular Biology, Medicine, and Pharmacology. However, moderate risk signals in the Rate of Output in Discontinued Journals, the Gap in Impact Leadership, and the Rate of Redundant Output present a potential misalignment with its mission "to achieving excellence" and adhering to the "highest ethical standards." These vulnerabilities, while not critical, could undermine the institution's claim to be a "national center of intellectual and clinical strength" if left unaddressed. We recommend a targeted review of publication and collaboration strategies to ensure that all institutional practices fully embody the principles of excellence and integrity central to its mission.
The institution's Z-score of -1.027 is significantly lower than the national average of -0.514, demonstrating low-profile consistency in its collaborative practices. This absence of risk signals aligns perfectly with the national standard, confirming that its affiliations are a legitimate result of researcher mobility and strategic partnerships. The data strongly suggests that the institution avoids "affiliation shopping," thereby ensuring that its collaborative credit is earned through genuine scientific engagement rather than artificial inflation.
With a Z-score of -0.428 compared to the national average of -0.126, the institution shows a very low rate of retractions, indicating a healthy and responsible research environment. This performance suggests that its quality control and supervision mechanisms are effective and align with national integrity standards. The near absence of this risk signal indicates that the institution's integrity culture is robust, successfully preventing the systemic failures or recurring malpractice that a higher rate would imply, and reinforcing its commitment to methodological rigor.
The institution's Z-score of -1.458 is substantially below the national average of -0.566, reflecting a strong commitment to external validation and global scientific dialogue. This very low rate of self-citation demonstrates that the institution successfully avoids the formation of scientific 'echo chambers' or endogamous impact inflation. Its academic influence is clearly built upon recognition from the broader international community, rather than being artificially sustained by internal dynamics, which reinforces its position as a credible and outwardly-focused research center.
A monitoring alert is necessary for this indicator, as the institution's Z-score of 0.579 represents an unusual risk level when compared to the very low-risk national average of -0.415. This divergence requires a careful review of its researchers' publication channel selection processes. A high proportion of output in discontinued journals is a critical alert regarding due diligence, suggesting that a significant portion of its scientific production may be channeled through media failing to meet international ethical or quality standards. This practice exposes the institution to severe reputational risks and signals an urgent need to improve information literacy to avoid predatory or low-quality publishing.
The institution's Z-score of 0.071, while in the medium-risk range, is considerably lower than the national average of 0.594. This indicates a pattern of differentiated management, where the institution effectively moderates a risk that is more prevalent across the country. While the presence of some hyper-authored output warrants continued vigilance to distinguish between legitimate 'Big Science' collaborations and potential 'honorary' authorship, the institution demonstrates more control over this practice than its national peers, suggesting a more rigorous application of authorship criteria.
The institution exhibits high exposure in this area, with a Z-score of 1.490 that is significantly higher than the national average of 0.284. This wide positive gap suggests that while the institution's overall impact is high, its scientific prestige may be disproportionately dependent on external collaborations where it does not exercise intellectual leadership. This signals a potential sustainability risk, as it raises questions about whether its excellent impact metrics are derived from genuine internal capacity or from strategic positioning in partnerships led by other entities. This finding invites a strategic reflection on fostering more home-grown, high-impact research.
With a Z-score of -1.079, well below the national average of -0.275, the institution shows a commendable and very low incidence of hyperprolific authorship. This absence of risk signals is consistent with national standards and points to a healthy institutional culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. The data suggests the institution effectively mitigates risks such as coercive authorship or credit assignment without real participation, thereby upholding the integrity of its scientific record.
The institution's Z-score of -0.268 is in very close alignment with the national average of -0.220, demonstrating integrity synchrony with an environment of maximum scientific security. This indicates a healthy reliance on external, independent peer review rather than in-house journals, thus avoiding potential conflicts of interest and academic endogamy. By favoring competitive, external validation channels, the institution ensures its research achieves greater global visibility and credibility, reinforcing its commitment to transparent and rigorous scientific dissemination.
The institution shows high exposure to this risk, with a Z-score of 0.178 that is notably higher than the national average of 0.027. This medium-risk signal warns of the potential for 'salami slicing,' a practice where a single study is fragmented into minimal publishable units to artificially inflate productivity metrics. Such a pattern not only overburdens the peer-review system but also distorts the scientific evidence base. This finding suggests a need to reinforce institutional policies that prioritize the publication of coherent, significant new knowledge over maximizing publication counts.
