| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.724 | -0.514 |
|
Retracted Output
|
-0.409 | -0.126 |
|
Institutional Self-Citation
|
-0.830 | -0.566 |
|
Discontinued Journals Output
|
-0.400 | -0.415 |
|
Hyperauthored Output
|
1.025 | 0.594 |
|
Leadership Impact Gap
|
1.410 | 0.284 |
|
Hyperprolific Authors
|
-0.441 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
-0.389 | 0.027 |
The Medical College of Wisconsin demonstrates a robust scientific integrity profile, with an overall risk score of -0.285 that indicates a performance well above the standard. The institution's primary strengths lie in its exceptionally low rates of retracted output, institutional self-citation, and publication in discontinued journals, signaling rigorous quality control and strong integration within the global scientific community. However, two areas warrant strategic attention: a medium-risk signal for hyper-authored output and a notable gap between the impact of its total output and that of research where it holds intellectual leadership. These vulnerabilities, while moderate, could challenge the institution's mission to be a "distinguished leader" and to "discover and translate new knowledge" of the "highest quality," as they suggest a potential dependency on external collaborators for high-impact science and a need to ensure authorship practices reflect true accountability. According to SCImago Institutions Rankings data, the College's academic excellence is most prominent in Chemistry, Agricultural and Biological Sciences, Medicine, and Pharmacology, Toxicology and Pharmaceutics. To fully align its operational integrity with its stated mission, the institution is encouraged to leverage these thematic strengths to foster greater internal research leadership, thereby ensuring its reputation for excellence is built upon a sustainable and autonomous foundation of scientific discovery.
The institution presents a Z-score of -0.724, a value indicating a more controlled approach compared to the national average of -0.514. This prudent profile suggests that the institution manages its affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the College's lower rate indicates a well-governed system that effectively avoids the potential for strategic "affiliation shopping" or the artificial inflation of institutional credit, ensuring that affiliations accurately reflect substantive collaborations.
With a Z-score of -0.409, the institution exhibits a very low risk of retracted publications, a signal that is even stronger than the already low-risk national benchmark of -0.126. This demonstrates a low-profile consistency where the absence of risk signals aligns with, and improves upon, the national standard. Retractions can be complex, but such a minimal rate strongly suggests that the institution's quality control and supervision mechanisms prior to publication are exceptionally effective, preventing systemic failures and safeguarding its reputation against the vulnerabilities that can arise from recurring malpractice or a lack of methodological rigor.
The institution's Z-score for self-citation is -0.830, a very low value that is significantly below the national average of -0.566. This result indicates an absence of risk signals that is consistent with the low-risk national environment. A certain level of self-citation is natural, but this exceptionally low rate confirms that the institution's work is validated by the broader scientific community, not confined to an internal 'echo chamber.' It demonstrates a high degree of external scrutiny and global integration, mitigating any risk of endogamous impact inflation and confirming that its academic influence is driven by global recognition.
The institution's Z-score of -0.400 is nearly identical to the national average of -0.415, placing both in the very low-risk category. This reflects an integrity synchrony and total alignment with an environment of maximum scientific security. A high proportion of output in such journals would be a critical alert regarding due diligence, but this score confirms that the institution's researchers are effectively selecting reputable dissemination channels. This practice protects the institution from the severe reputational risks associated with 'predatory' or low-quality publishing and demonstrates strong information literacy across the organization.
With a Z-score of 1.025, the institution shows a medium-risk signal that is notably higher than the national average of 0.594. This indicates a high exposure, suggesting the institution is more prone to showing alert signals in this area than its peers. In medical fields, extensive author lists can be legitimate, but a score this far above the national benchmark serves as a signal to distinguish between necessary massive collaboration and practices like 'honorary' authorship. It warrants a review to ensure that author lists are not being inflated, which can dilute individual accountability and transparency, and to confirm that every credited author has made a substantive contribution.
The institution exhibits a Z-score of 1.410 in this indicator, a medium-risk value that is substantially higher than the national average of 0.284. This high exposure reveals that the institution is more sensitive to this risk factor than its environment. The wide positive gap suggests that while the institution participates in high-impact research, its scientific prestige may be dependent and exogenous, not structural. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from a positioning in collaborations where it does not exercise primary intellectual leadership, signaling a potential risk to long-term research sustainability.
The institution's Z-score of -0.441 is in the low-risk category and is more favorable than the national average of -0.275. This prudent profile indicates that the institution manages its research environment with more rigor than the national standard. While high productivity can be a sign of leadership, extreme volumes can challenge the limits of meaningful intellectual contribution. The College's low score in this area is a positive sign, suggesting a healthy balance between quantity and quality and a lower risk of practices such as coercive authorship or the assignment of credit without real participation.
With a Z-score of -0.268, the institution's rate of publication in its own journals is very low and closely aligned with the national average of -0.220. This demonstrates integrity synchrony, reflecting a shared commitment to external validation within the national system. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This commitment to independent, external peer review ensures its scientific production achieves greater global visibility and is not perceived as using internal channels as 'fast tracks' to inflate publication records without standard competitive validation.
The institution shows a Z-score of -0.389, a low-risk value that contrasts sharply with the medium-risk national average of 0.027. This demonstrates significant institutional resilience, as its internal control mechanisms appear to be successfully mitigating a risk that is more systemic at the country level. A high rate of bibliographic overlap can indicate data fragmentation to artificially inflate productivity. The College's low score suggests a commendable focus on publishing coherent, significant studies, thereby prioritizing the generation of new knowledge over the maximization of publication volume.