Instituto Federal de Educacao, Ciencia e Tecnologia do Maranhao

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Instituto Federal de Educacao, Ciencia e Tecnologia do Maranhao demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.342. The institution's primary strengths lie in its exceptional control over research quality and sustainability, with very low risk signals in areas such as retracted output, redundant publications, and the impact gap of its led research. These indicators suggest a culture that prioritizes genuine intellectual contribution over metric inflation. However, a significant vulnerability is observed in the Rate of Multiple Affiliations, which requires strategic attention. The institution's scientific excellence is concentrated in key areas aligned with its mission, with SCImago Institutions Rankings placing it prominently within Brazil for Physics and Astronomy, Earth and Planetary Sciences, and Chemistry. This strong performance in fields crucial for sustainable development directly supports its mission. To fully realize its commitment to "citizen training for sustainable development," it is vital to address the identified risk in affiliation practices, ensuring that all collaborations are transparent and genuinely reflect the institution's contribution, thereby safeguarding its reputation for excellence and social responsibility. A proactive approach to managing this vulnerability will solidify its position as a leader in ethical and impactful research.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 2.293, which is significantly higher than the national average of 0.236. Although both the institution and the country fall within a medium-risk context for this indicator, the institution's score indicates a much higher exposure to this particular risk factor. This suggests that the institution is more prone to the dynamics that lead to multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The elevated score warrants a review to ensure that all affiliations are substantive and transparent, rather than a mechanism that could dilute institutional identity and accountability.

Rate of Retracted Output

With a Z-score of -0.456, the institution demonstrates a very low risk of retracted publications, a figure that is notably more favorable than the national average of -0.094. This low-profile consistency indicates that the institution's internal quality controls are not only effective but also exceed the national standard. Retractions can be complex events, and some may result from the honest correction of unintentional errors, signifying responsible supervision. The institution's excellent performance in this area suggests that its pre-publication review and methodological oversight mechanisms are robust, fostering a culture of scientific integrity and minimizing the occurrence of errors that could lead to retractions.

Rate of Institutional Self-Citation

The institution shows a low-risk Z-score of -0.153, contrasting sharply with the national average of 0.385, which falls into the medium-risk category. This demonstrates significant institutional resilience, as its control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A certain level of self-citation is natural and reflects the continuity of established research lines; however, the country's higher average suggests a broader tendency toward 'echo chambers'. The institution's ability to maintain a low self-citation rate indicates that its work is validated by the wider scientific community, avoiding the risk of endogamous impact inflation and demonstrating that its academic influence is based on external recognition rather than internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score for this indicator is -0.128, which, while in the low-risk category, is slightly higher than the national average of -0.231. This suggests an incipient vulnerability, as the institution shows minor signals of a risk that warrants review before it escalates. Sporadic presence in discontinued journals may be due to a lack of information, but it is a critical alert regarding due diligence in selecting dissemination channels. The slightly elevated score compared to the national baseline indicates a need to reinforce information literacy among researchers to ensure they consistently choose reputable journals, thereby avoiding reputational risks and the misallocation of resources to low-quality or 'predatory' publishing practices.

Rate of Hyper-Authored Output

With a Z-score of -0.930, the institution exhibits a prudent profile in managing authorship, performing with more rigor than the national standard, which has a score of -0.212. Although both are in a low-risk category, the institution's significantly lower score points to well-managed and transparent authorship practices. In certain "Big Science" fields, extensive author lists are legitimate; however, this indicator helps distinguish between necessary massive collaboration and 'honorary' or political authorship practices. The institution's strong performance suggests it effectively upholds individual accountability, minimizing the risk of author list inflation and ensuring that credit is assigned appropriately.

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

The institution has an exceptionally low Z-score of -2.553, indicating a very low risk in this area. This stands in stark contrast to the national average of 0.199, which signals a medium-level risk. This demonstrates a form of preventive isolation, where the institution does not replicate the risk dynamics of dependency observed in its environment. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own structural capacity. The institution's very low score is a strong positive signal, indicating that its scientific prestige is the result of real internal capacity and intellectual leadership, ensuring its long-term sustainability and academic autonomy.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 places it in the very low-risk category, significantly better than the national average of -0.739. This low-profile consistency suggests a healthy research environment where productivity is balanced with quality. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution and can signal imbalances. The institution's excellent score indicates that it successfully avoids the risks of coercive authorship or prioritizing metrics over scientific integrity, fostering a culture where substantial contributions are valued over sheer volume.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution shows a very low reliance on its own journals, effectively isolating itself from a medium-level risk prevalent at the national level, where the average score is 0.839. This performance indicates a strong commitment to external, independent peer review. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy, limiting global visibility. The institution's minimal use of internal channels demonstrates that its scientific production is validated through standard competitive processes, reinforcing its credibility and avoiding the use of 'fast tracks' to inflate publication counts without external scrutiny.

Rate of Redundant Output

The institution demonstrates excellent control over publication integrity with a very low-risk Z-score of -1.186, which is considerably better than the national average of -0.203. This low-profile consistency indicates a culture that values substantive research over artificially inflated productivity. Massive bibliographic overlap between publications often points to 'salami slicing,' a practice of dividing a single study into minimal units to increase output, which distorts the scientific record. The institution's very low score suggests its researchers are focused on producing significant new knowledge rather than fragmenting data, thereby upholding the principles of responsible research conduct.