| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.371 | 0.236 |
|
Retracted Output
|
0.014 | -0.094 |
|
Institutional Self-Citation
|
0.356 | 0.385 |
|
Discontinued Journals Output
|
-0.412 | -0.231 |
|
Hyperauthored Output
|
-0.637 | -0.212 |
|
Leadership Impact Gap
|
1.205 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.754 | -0.203 |
Universidade Estadual de Montes Claros presents a robust scientific integrity profile, with an overall risk score of -0.201, indicating performance that is commendably better than the global average. The institution demonstrates exceptional strengths in several key areas, registering very low risk in its Rate of Output in Discontinued Journals, Rate of Hyperprolific Authors, Rate of Output in Institutional Journals, and Rate of Redundant Output. These results signal a strong culture of due diligence, a focus on substantive research contributions, and a commitment to external validation. According to SCImago Institutions Rankings data, this foundation of integrity supports notable thematic strengths, particularly in Dentistry, Veterinary, Medicine, and Agricultural and Biological Sciences, where the university holds strong national rankings. However, to fully align with its mission to "promote Education, Research and Extension with efficiency and quality," strategic attention is required for the medium-risk indicators, especially the significant gap in impact between its total output and that of its researcher-led output, alongside the rates of retracted publications and multiple affiliations. These signals, if unaddressed, could challenge the perception of institutional quality and research sovereignty. By leveraging its clear operational strengths to mitigate these specific vulnerabilities, the University can further solidify its reputation for excellence and enhance its capacity to transform society through high-quality, impactful research.
The institution's Z-score of 0.371 is notably higher than the national average of 0.236. This comparison suggests that the university is more exposed to the risks associated with this practice than its peers within the same national system. While multiple affiliations are often a legitimate result of collaboration, the institution's higher rate indicates a greater propensity for dynamics that could signal strategic attempts to inflate institutional credit or "affiliation shopping." This heightened exposure warrants a review of institutional policies to ensure that all affiliations reflect substantive and transparent contributions.
With a Z-score of 0.014, the institution shows a moderate risk level that deviates from the low-risk national average of -0.094. This divergence indicates that the university is currently more sensitive to factors leading to retractions than its national counterparts. A rate significantly higher than its context alerts to a potential vulnerability in the institution's integrity culture. It suggests that quality control mechanisms prior to publication may be facing challenges, indicating that recurring malpractice or a lack of methodological rigor could be present and requires immediate qualitative verification by management.
The institution's Z-score of 0.356 is closely aligned with the national average of 0.385. This similarity indicates that the university's citation practices reflect a systemic pattern shared across the country, rather than an isolated institutional behavior. A certain level of self-citation is natural; however, at this moderate level, it can signal the presence of scientific 'echo chambers' where the institution validates its own work without sufficient external scrutiny. The alignment with the national trend suggests this may be influenced by shared evaluation policies, but it still warns of a potential risk of endogamous impact inflation.
The institution demonstrates an excellent Z-score of -0.412, indicating a near-absence of publications in discontinued journals and outperforming the national average of -0.231. This result reflects a low-profile consistency where the institution's strong performance aligns with, and even exceeds, the national standard for due diligence. This effectively insulates the university from the severe reputational risks associated with channeling research through media that fail to meet international ethical or quality standards, showcasing a commendable level of information literacy in its selection of publication venues.
With a Z-score of -0.637, the institution displays a prudent profile that is significantly more rigorous than the national standard of -0.212. This lower incidence of hyper-authored publications suggests that the university manages its authorship processes with greater control than its peers. This practice effectively mitigates the risks of author list inflation and the dilution of individual accountability, pointing toward a culture that values transparent and meaningful contributions over honorary or political authorship practices.
The institution's Z-score of 1.205 is substantially higher than the national average of 0.199, indicating a high level of exposure to this particular risk. This very wide positive gap signals a potential sustainability issue, suggesting that the institution's scientific prestige is heavily dependent on external partners rather than being structurally generated from within. Such a high value invites critical reflection on whether its perceived excellence results from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership, a dynamic that could compromise long-term research autonomy.
The institution's Z-score of -1.413 is exceptionally low, marking a near-total absence of this risk and placing it in a stronger position than the national average of -0.739. This demonstrates a low-profile consistency and an institutional environment that successfully avoids the pressures leading to extreme individual publication volumes. This result points to a healthy balance between quantity and quality, steering clear of dynamics like coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a stark contrast to the medium-risk national average of 0.839. This demonstrates a form of preventive isolation, where the university deliberately avoids a risk dynamic that is prevalent in its environment. By prioritizing external, independent peer review, the institution effectively sidesteps potential conflicts of interest and academic endogamy. This strategy enhances its global visibility and ensures its scientific production is validated through standard competitive channels rather than potentially biased internal 'fast tracks'.
The institution's Z-score of -0.754 is very low, indicating a healthier practice than the national average of -0.203. This superior performance demonstrates a low-profile consistency, where the institution's standards for originality exceed the norm in its country. The near absence of this indicator suggests a culture that discourages the practice of dividing studies into 'minimal publishable units' to artificially inflate productivity, thereby protecting the scientific record from distortion and prioritizing the generation of significant new knowledge.