| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.440 | -0.062 |
|
Retracted Output
|
-0.174 | -0.050 |
|
Institutional Self-Citation
|
-1.289 | 0.045 |
|
Discontinued Journals Output
|
0.175 | -0.024 |
|
Hyperauthored Output
|
0.286 | -0.721 |
|
Leadership Impact Gap
|
-0.043 | -0.809 |
|
Hyperprolific Authors
|
-1.036 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.766 | -0.515 |
Army Medical University demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.382, which indicates a performance significantly stronger than the global average. The institution's primary strengths lie in its exceptional control over authorship and citation practices, with very low risk signals in the Rate of Multiple Affiliations, Institutional Self-Citation, Hyperprolific Authors, and Redundant Output. These positive indicators provide a solid foundation for the university's recognized academic excellence, particularly in its top-ranked thematic areas according to SCImago Institutions Rankings data, including Physics and Astronomy, Pharmacology, Toxicology and Pharmaceutics, Chemistry, and Biochemistry, Genetics and Molecular Biology. However, areas requiring strategic attention have been identified, specifically a moderate risk level in the Rate of Output in Discontinued Journals and the Rate of Hyper-Authored Output. While a specific mission statement was not available for this analysis, a commitment to research integrity is fundamental to any mission of academic excellence and social responsibility. Addressing these moderate risks is crucial to ensure that all institutional practices fully align with these core values. Overall, Army Medical University is in a strong position, and by focusing on refining its publication and authorship strategies, it can further enhance its reputation as a leader in responsible and impactful research.
The institution presents a Z-score of -1.440, a value significantly below the national average of -0.062. This result indicates an exceptionally low and stable pattern of multiple affiliations, demonstrating a transparent approach to authorship that is consistent with the low-risk standard observed nationally. The absence of disproportionately high rates suggests that the institution effectively avoids strategic attempts to inflate institutional credit or "affiliation shopping," reinforcing a culture of clear and unambiguous attribution in its research output.
With a Z-score of -0.174, the institution's rate of retracted publications is lower than the national average of -0.050. This prudent profile suggests that the university manages its pre-publication quality control with more rigor than the national standard. Retractions are complex events, and a low rate indicates that the institution's supervision and integrity mechanisms are likely effective in preventing the systemic failures or recurring malpractice that can lead to a high volume of withdrawn articles, thereby safeguarding its scientific record.
The institution's Z-score for self-citation is -1.289, in stark contrast to the national average of 0.045, which shows a medium risk level. This demonstrates a clear preventive isolation, where the university does not replicate the risk dynamics observed in its environment. A certain level of self-citation is natural, but the institution's exceptionally low rate confirms that its work is validated by the broader scientific community, avoiding the "echo chambers" or endogamous impact inflation that can arise from disproportionate internal referencing. This signals a healthy integration into global research conversations.
The university's Z-score of 0.175 for output in discontinued journals marks a moderate deviation from the national average of -0.024. This indicates that the institution shows a greater sensitivity to this risk factor than its peers, warranting a review of its publication guidance. A high proportion of output in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This finding suggests that a portion of scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for information literacy to avoid "predatory" practices.
With a Z-score of 0.286, the institution shows a higher incidence of hyper-authored publications compared to the national average of -0.721. This moderate deviation from the national norm suggests the center is more prone to practices that can inflate author lists. While extensive author lists are legitimate in "Big Science," their appearance outside these contexts can indicate a dilution of individual accountability. This signal warrants an internal review to distinguish between necessary massive collaboration and the potential for "honorary" or political authorship practices that could compromise transparency.
The institution shows a Z-score of -0.043, while the national context presents a score of -0.809. This slight divergence indicates that the university exhibits signals of dependency on external collaboration for impact that are not as prevalent in the rest of the country. A wide positive gap can signal a sustainability risk, suggesting that scientific prestige is more dependent on external partners than on internal capacity. This finding invites reflection on whether the institution's high-impact metrics result from its own intellectual leadership or from strategic positioning in collaborations where it plays a secondary role.
The institution's Z-score of -1.036 is exceptionally low, particularly when compared to the national average of 0.425, which falls into the medium risk category. This demonstrates a successful preventive isolation, as the university avoids the national trend towards hyperprolificacy. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The university's very low score in this area is a positive sign that it effectively mitigates risks such as coercive authorship or the assignment of credit without real participation, prioritizing the integrity of the scientific record over the sheer volume of output.
With a Z-score of -0.268, the institution's publication rate in its own journals is well below the national average of -0.010. This low-profile consistency shows that the university's practices align with the national standard of avoiding excessive reliance on internal publication channels. This is a sign of good governance, as it minimizes potential conflicts of interest where an institution acts as both judge and party. By favoring external, independent peer review, the university ensures its research is validated competitively, enhances its global visibility, and avoids using internal journals as potential "fast tracks" to inflate publication counts.
The institution's Z-score of -0.766 is significantly lower than the already low national average of -0.515. This indicates a state of total operational silence regarding redundant publications. The data show a complete absence of signals related to "salami slicing," a practice where a single study is fragmented into minimal publishable units to artificially inflate productivity. This exemplary result suggests a strong institutional culture that values the generation of significant new knowledge over the maximization of publication volume, thereby contributing positively to the integrity of the scientific literature.