Faculdade de Ciencias Medicas de Minas Gerais

EXECUTIVE SUMMARY AND STRATEGIC VISION

Faculdade de Ciencias Medicas de Minas Gerais demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.208, which indicates performance better than the global average. The institution exhibits exceptional strength in six of the nine indicators analyzed, with risk levels identified as "very low" in areas such as retracted output, self-citation, and publication in discontinued journals. This solid foundation of ethical practice is a significant asset. However, three areas present a medium risk profile: the rate of multiple affiliations, hyper-authored output, and a notable gap between its overall research impact and the impact of work where it holds intellectual leadership. These specific vulnerabilities, while not critical, require strategic attention. According to SCImago Institutions Rankings data, the institution holds a strong position in Medicine, ranking 87th in Brazil. This thematic leadership is directly linked to its mission of "promoting social development and quality of life." To fully honor this commitment, it is crucial to address the identified risks, as practices that could suggest credit inflation or a dependency on external partners might undermine the principles of scientific excellence and transparent contribution to society. By reinforcing policies on authorship and collaborative leadership, the institution can ensure its reputable standing is built upon a sustainable and internally driven capacity for innovation, fully aligning its operational practices with its foundational mission.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 1.247 in this indicator, which is significantly above the national average of 0.236. This result suggests a high exposure to this particular risk factor, indicating that the institution is more prone to showing alert signals in this area than its national peers. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The current value warrants a review of affiliation policies to ensure that all declared institutional links correspond to substantive and transparent collaborative work, thereby safeguarding the institution's academic reputation.

Rate of Retracted Output

With a Z-score of -0.465, the institution shows a near-total absence of risk signals related to retracted publications, performing better than the national average of -0.094. This low-profile consistency demonstrates the effectiveness of its internal quality control mechanisms. A rate significantly below the norm, as seen here, is a positive indicator of a strong integrity culture, suggesting that robust methodological rigor and responsible supervision are successfully preventing the types of errors or malpractice that often lead to retractions. This performance aligns with the highest standards of scientific responsibility.

Rate of Institutional Self-Citation

The institution's Z-score of -1.483 is exceptionally low, contrasting sharply with the national average of 0.385, which indicates a medium risk level for the country. This demonstrates a clear case of preventive isolation, where the institution successfully avoids the risk dynamics prevalent in its national environment. A certain level of self-citation is natural, but the institution's very low rate confirms that its work is validated by broad external scrutiny rather than through an internal 'echo chamber.' This result is a strong sign of scientific openness and indicates that the institution's academic influence is genuinely recognized by the global community, free from any endogamous impact inflation.

Rate of Output in Discontinued Journals

The institution records a Z-score of -0.344, indicating a very low risk and a performance superior to the national average of -0.231. This result reflects a consistent and responsible approach to selecting publication venues. A low proportion of output in discontinued journals is a key indicator of due diligence and high standards in dissemination. It confirms that the institution's research is channeled through reputable media that meet international ethical and quality benchmarks, effectively mitigating reputational risks and avoiding the pitfalls of 'predatory' or low-quality publishing practices.

Rate of Hyper-Authored Output

With a Z-score of 1.214, the institution shows a moderate deviation from the national standard, which stands at -0.212. This indicates a greater sensitivity to risk factors associated with hyper-authorship compared to its peers. While extensive author lists are legitimate in 'Big Science,' a high Z-score outside these contexts can signal author list inflation, which dilutes individual accountability. This serves as a signal to carefully distinguish between necessary massive collaboration and potential 'honorary' authorship practices, ensuring that credit is assigned transparently and responsibly.

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

The institution's Z-score of 2.337 is substantially higher than the national average of 0.199, signaling a high exposure to this strategic risk. This wide positive gap—where overall impact is high but the impact of institution-led research is comparatively low—signals a potential sustainability risk. It suggests that a significant portion of the institution's scientific prestige may be dependent and exogenous, rather than structural. This finding invites a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from a positioning in collaborations where the institution does not exercise primary intellectual leadership.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is exceptionally low, placing it in a much safer position than the national average of -0.739. This low-profile consistency underscores a healthy balance between productivity and academic quality. An absence of hyperprolific authors suggests that the institution is not exposed to risks such as coercive authorship or the assignment of credit without real participation. This result points to an environment where the integrity of the scientific record is prioritized over the inflation of publication metrics, fostering a culture of meaningful intellectual contribution.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals, standing in stark contrast to the national average of 0.839, which falls into the medium-risk category. This reflects a commendable case of preventive isolation from a common national risk dynamic. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This practice enhances the global visibility and credibility of its research, confirming that its output is validated through standard competitive channels rather than internal 'fast tracks.'

Rate of Redundant Output

The institution shows a Z-score of -1.186 for redundant output, a very low-risk value that is significantly better than the national average of -0.203. This excellent result demonstrates a strong commitment to publishing complete and significant research. A low score in this indicator confirms the absence of 'salami slicing,' the practice of fragmenting a single study into multiple minimal publications to inflate productivity. This reflects a culture that values the generation of substantial new knowledge over the artificial inflation of publication counts, contributing positively to the integrity of the scientific record.