Centro Federal de Educacao Tecnologica de Minas Gerais

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Centro Federal de Educacao Tecnologica de Minas Gerais demonstrates a robust and responsible research integrity profile, with an overall score of -0.220 that indicates performance slightly above the expected baseline. The institution's primary strengths lie in its exceptional governance over authorship practices and publication channels, showing very low risk in areas such as hyper-authored output, hyperprolific authors, and publication in discontinued or institutional journals. These results reflect a solid culture of ethical research. However, areas requiring strategic attention include the rates of multiple affiliations and retracted output, which present a medium level of risk. According to SCImago Institutions Rankings data, the institution's scientific leadership is most prominent in the fields of Energy, Engineering, Mathematics, and Physics and Astronomy. The identified risks, particularly concerning retractions, could challenge the institutional mission's commitment to "management by quality in teaching, research and extension." By leveraging its clear strengths in research governance to mitigate these moderate vulnerabilities, the institution can more fully align its operational practices with its stated mission of excellence and societal contribution, reinforcing its role in national development.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 0.544, which is higher than the national average of 0.236, though both fall within a medium risk context. This suggests that the center is more exposed than its national peers to practices that can inflate institutional credit. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate indicates a greater propensity for these signals to appear. This elevated exposure warrants a review to ensure that all affiliations are substantive and not merely strategic attempts at “affiliation shopping,” thereby safeguarding the transparency of institutional contributions.

Rate of Retracted Output

With a Z-score of 0.220, the institution shows a medium risk level for retractions, deviating moderately from the low-risk national average of -0.094. This discrepancy suggests the institution is more sensitive to factors that can lead to publication withdrawal. Retractions are complex events, but a rate significantly higher than the national standard alerts to a potential vulnerability in the institution's integrity culture. This Z-score suggests that pre-publication quality control mechanisms may be failing more frequently than in peer institutions, indicating a possible lack of methodological rigor or recurring malpractice that requires immediate qualitative verification by management.

Rate of Institutional Self-Citation

The institution's Z-score for self-citation is 0.081, which, while in the medium-risk category, is considerably lower than the national average of 0.385. This indicates a differentiated and effective management approach that successfully moderates a risk that appears more common across the country. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by maintaining a lower rate, the institution demonstrates that it is less prone to scientific isolation or 'echo chambers,' suggesting its academic influence is validated by the broader global community rather than being oversized by internal dynamics.

Rate of Output in Discontinued Journals

The institution exhibits an exceptionally low Z-score of -0.475 in this area, performing significantly better than the already low-risk national average of -0.231. This result demonstrates a consistent and robust process for selecting publication venues. The absence of risk signals aligns with, and even exceeds, the national standard, indicating that the institution exercises strong due diligence in its choice of dissemination channels. This practice protects the institution from severe reputational risks and shows a commendable commitment to avoiding 'predatory' or low-quality media, ensuring research resources are invested wisely.

Rate of Hyper-Authored Output

With a Z-score of -1.155, the institution shows a near-total absence of risk related to hyper-authorship, a figure that is substantially better than the low-risk national average of -0.212. This low-profile consistency indicates that authorship practices are well-governed and transparent. The data suggests that the institution successfully distinguishes between necessary large-scale collaboration and questionable practices like 'honorary' or political authorship, thereby upholding individual accountability and the integrity of its research contributions.

Gap between Impact of total output and the impact of output with leadership

The institution's Z-score of -0.468 is in the low-risk range, contrasting with the medium-risk national average of 0.199. This demonstrates significant institutional resilience, as the center appears to effectively mitigate a systemic risk present in the country. A low gap suggests that the institution's scientific prestige is structural and sustainable, stemming from real internal capacity and intellectual leadership rather than being dependent on external partners. This is a strong indicator that excellence metrics are the result of the institution's own robust research programs.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is exceptionally low, indicating a complete absence of risk signals in this area and far surpassing the national low-risk average of -0.739. This is a clear institutional strength. The lack of hyperprolific authors suggests a healthy academic environment that prioritizes quality and meaningful intellectual contribution over sheer publication volume. This result indicates that the institution is effectively avoiding risks such as coercive authorship or the assignment of credit without real participation, thus protecting the integrity of its scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution operates at a very low risk level, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score of 0.839). This preventive stance is a significant strength. By not relying on its own journals for dissemination, the institution avoids potential conflicts of interest and academic endogamy. This practice demonstrates a strong commitment to independent, external peer review, which enhances the global visibility and credibility of its research and ensures its output is validated through standard competitive channels.

Rate of Redundant Output

The institution's Z-score of -0.001, while in the low-risk category, is slightly higher than the national average of -0.203. This subtle difference points to an incipient vulnerability that warrants monitoring before it escalates. While not currently a significant problem, this signal suggests that there may be isolated instances of 'salami slicing,' where studies are fragmented into minimal publishable units to artificially inflate productivity. Continued observation is recommended to ensure that the focus remains on producing significant new knowledge rather than prioritizing publication volume.