| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.459 | -0.514 |
|
Retracted Output
|
-0.456 | -0.126 |
|
Institutional Self-Citation
|
-0.964 | -0.566 |
|
Discontinued Journals Output
|
-0.133 | -0.415 |
|
Hyperauthored Output
|
-0.741 | 0.594 |
|
Leadership Impact Gap
|
0.399 | 0.284 |
|
Hyperprolific Authors
|
-1.413 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.672 | 0.027 |
Midwestern University demonstrates a robust scientific integrity profile, with an overall risk score of -0.476 that indicates a performance significantly superior to the global average. This strong foundation is built upon exceptional control over key integrity indicators, including minimal rates of retracted output, institutional self-citation, hyperprolific authorship, and redundant publications. These strengths directly support the institution's mission to uphold the "highest standards of academic excellence." The university's thematic leadership, evidenced by its high national rankings in Dentistry, Veterinary, Pharmacology, and Medicine according to SCImago Institutions Rankings data, is clearly aligned with its focus on the healthcare community. The primary area for strategic attention is the medium-risk signal in the gap between its overall research impact and the impact of work where it holds intellectual leadership, suggesting a potential over-reliance on external collaborations for prestige. Addressing this dependency is crucial to ensuring that the institution's recognized excellence is both sustainable and structurally embedded. By reinforcing its capacity for intellectual leadership, Midwestern University can fully secure its mission and solidify its position as a benchmark for academic and ethical excellence in healthcare education.
The institution presents a Z-score of -0.459, a low-risk value that is slightly higher than the national average of -0.514. This proximity to the national benchmark suggests a generally normal operational profile, but the minor elevation points to an incipient vulnerability that warrants review. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, particularly with teaching hospitals, this subtle signal indicates a need to ensure that all affiliations are strategically sound and not indicative of early-stage "affiliation shopping" aimed at inflating institutional credit. Proactive monitoring can prevent this from escalating into a more significant risk.
With a Z-score of -0.456, the institution demonstrates a very low rate of retracted publications, performing significantly better than the national average of -0.126. This low-profile consistency reflects a healthy and secure research environment where the absence of risk signals aligns with a high national standard. This excellent result suggests that the institution's quality control mechanisms prior to publication are functioning effectively. It provides strong evidence of a robust integrity culture, indicating that methodological rigor and responsible supervision are well-established, preventing the kind of systemic failures that can lead to a high retraction rate.
The institution's Z-score for self-citation is -0.964, a very low value that is substantially better than the country's low-risk average of -0.566. This demonstrates low-profile consistency and an exemplary commitment to external validation. A certain level of self-citation is natural, but this exceptionally low rate confirms that the institution is not operating in a scientific 'echo chamber' or inflating its impact through endogamous practices. Instead, this result strongly suggests that the institution's academic influence is genuinely recognized by the global community, reflecting a broad and externally validated impact.
The institution's Z-score of -0.133, while in the low-risk category, marks a slight divergence from the national baseline, which is very low at -0.415. This indicates that the university shows minor signals of risk activity that are not prevalent in the rest of the country. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. This score suggests a need to reinforce information literacy among researchers to ensure they avoid channeling work through media that may not meet international ethical or quality standards, thereby protecting the institution from reputational risk and the misallocation of resources.
With a Z-score of -0.741, the institution maintains a low-risk profile for hyper-authored publications, demonstrating institutional resilience against a medium-risk trend observed nationally (Z-score of 0.594). This indicates that the university's internal control mechanisms are effectively mitigating a systemic risk present in its environment. By avoiding patterns of author list inflation, the institution upholds standards of individual accountability and transparency. This result serves as a positive signal that its collaborative practices are well-governed and distinct from the 'honorary' or political authorship practices that can dilute scientific responsibility.
The institution exhibits a Z-score of 0.399 in this indicator, a medium-risk value that signals high exposure as it is more pronounced than the national average of 0.284. This gap suggests that while the university's overall impact is significant, a substantial portion of that prestige may be dependent on collaborations where it does not exercise intellectual leadership. This creates a potential sustainability risk, as its reputation for excellence may be more exogenous than structural. This metric invites a strategic reflection on building internal capacity to ensure that its high impact scores are a direct result of its own core research capabilities and leadership.
The institution's Z-score of -1.413 is in the very low-risk category, far below the national low-risk average of -0.275. This low-profile consistency is a strong indicator of a healthy research culture that prioritizes substance over sheer volume. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This excellent score suggests the institution effectively avoids potential imbalances between quantity and quality, mitigating risks such as coercive authorship or the assignment of credit without real participation, and thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution's rate of publishing in its own journals is very low and almost identical to the national average of -0.220. This integrity synchrony demonstrates a total alignment with an environment of maximum scientific security. By avoiding excessive dependence on in-house journals, the institution successfully mitigates conflicts of interest where it might act as both judge and party. This practice confirms a commitment to independent, external peer review, which enhances the global visibility and credibility of its research and shows that internal channels are not used as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution shows a Z-score of -0.672, a very low-risk value that signals a state of preventive isolation from the medium-risk dynamics observed at the national level (Z-score of 0.027). This result indicates that the university does not replicate the risk patterns common in its environment. A low rate of redundant output, or 'salami slicing,' demonstrates a focus on publishing significant, coherent studies rather than fragmenting data into minimal units to artificially inflate productivity metrics. This practice upholds the integrity of the scientific evidence base and shows respect for the academic review system by prioritizing new knowledge over volume.