Faculdade Sao Leopoldo Mandic

EXECUTIVE SUMMARY AND STRATEGIC VISION

Faculdade Sao Leopoldo Mandic demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.380. This indicates that the institution's research practices are significantly healthier and more transparent than the global average. Key strengths are evident in the exceptionally low risk associated with retractions, hyperprolific authorship, and dependence on institutional journals, showcasing strong internal quality controls and a commitment to external validation. The only area requiring attention is a moderate, and slightly above-national-average, rate of multiple affiliations. This strong integrity foundation directly supports the institution's outstanding performance in the SCImago Institutions Rankings, particularly in Dentistry, where it ranks among the top 10 in Brazil and Latin America, and in Medicine. Such a low-risk profile is fundamental to fulfilling its mission "to train, capacitate and update with excellence," as true excellence is inseparable from ethical and transparent research conduct. By maintaining these high standards and proactively managing the identified vulnerability in affiliation practices, the institution can further solidify its position as a leader in health sciences education and research, ensuring its contributions are both impactful and unimpeachable.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 0.636, while the national average for Brazil is 0.236. Both the institution and the country operate within a medium-risk context for this indicator; however, the institution's rate is notably higher than its national peers. This suggests a greater exposure to practices that could be interpreted as problematic. While multiple affiliations are often a legitimate result of partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This elevated signal warrants a review to ensure that all affiliations are substantive and reflect genuine collaborative contributions, thereby safeguarding the institution's academic reputation.

Rate of Retracted Output

With a Z-score of -0.390, the institution shows a near-total absence of risk signals for retracted publications, a figure that is significantly better than the already low national average of -0.094. This demonstrates a consistent and effective system of quality control. Retractions can be complex, but a rate this low is a powerful indicator of responsible supervision and a robust integrity culture. It suggests that the institution's pre-publication review mechanisms are successfully preventing the kind of systemic methodological errors or potential malpractice that often lead to retractions, thereby protecting the scientific record and the institution's credibility.

Rate of Institutional Self-Citation

The institution's Z-score for this indicator is -0.215, positioning it in a low-risk category, in stark contrast to the national average of 0.385, which falls into a medium-risk zone. This demonstrates significant institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A certain level of self-citation is natural, but the institution effectively avoids the 'echo chambers' that can lead to endogamous impact inflation. This low rate confirms that the institution's academic influence is validated by the broader global community, not just by internal dynamics, ensuring its work is subject to sufficient external scrutiny.

Rate of Output in Discontinued Journals

The institution records a Z-score of -0.289, which is slightly more favorable than the national average of -0.231, though both are within the low-risk range. This prudent profile indicates that the institution manages its selection of publication venues with more rigor than the national standard. A low proportion of publications in discontinued journals is a key sign of due diligence in dissemination. This result shows the institution is effectively avoiding the severe reputational risks associated with channeling research through media that fail to meet international ethical or quality standards, such as 'predatory' journals.

Rate of Hyper-Authored Output

With a Z-score of -0.710, the institution displays a significantly more prudent profile regarding hyper-authorship than the national average of -0.212, even as both fall within the low-risk category. This suggests that the institution's processes are managed with greater rigor than the national standard. Such a low rate indicates that the institution successfully avoids author list inflation, a practice that can dilute individual accountability and transparency. This result points to a healthy culture where authorship is tied to genuine contribution, distinguishing necessary collaboration from questionable 'honorary' authorship practices.

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

The institution exhibits a Z-score of -0.895, a very low-risk value that signals exceptional strength, particularly when compared to the national average of 0.199, which indicates a medium-risk dependency. This result demonstrates a form of preventive isolation, where the institution does not replicate the risk dynamics observed in its environment. A low score here signifies that the institution's scientific prestige is structural and sustainable, built upon its own intellectual leadership. This confirms that its high-impact research results from genuine internal capacity, not from a strategic dependence on external collaborations where it does not lead.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 is in the very low-risk category, indicating a near-complete absence of this risk signal and performing substantially better than the low-risk national average of -0.739. This low-profile consistency underscores a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The absence of such outliers at the institution suggests a culture that prioritizes the integrity of the scientific record over pure metrics, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution operates in a very low-risk environment for this indicator, effectively isolating itself from the medium-risk dynamic seen at the national level (Z-score of 0.839). This divergence is a testament to the institution's commitment to external validation. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. By channeling its research to external venues, the institution ensures its work undergoes independent peer review, which enhances its global visibility and confirms that its scientific production is validated through standard competitive processes rather than internal 'fast tracks'.

Rate of Redundant Output

The institution's Z-score of -0.187 is statistically normal and almost identical to the national average of -0.203, with both falling squarely in the low-risk category. This alignment indicates that the institution's level of bibliographic overlap between publications is as expected for its context and size, reflecting standard scientific practice. This low value confirms that the institution is effectively avoiding 'salami slicing'—the practice of dividing a single study into minimal publishable units to artificially inflate productivity. This responsible approach ensures that its publications contribute significant new knowledge rather than simply fragmenting data.