| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.260 | 0.236 |
|
Retracted Output
|
-0.343 | -0.094 |
|
Institutional Self-Citation
|
-1.262 | 0.385 |
|
Discontinued Journals Output
|
-0.327 | -0.231 |
|
Hyperauthored Output
|
0.062 | -0.212 |
|
Leadership Impact Gap
|
1.028 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
0.106 | -0.203 |
Faculdade de Ciencias Medicas da Santa Casa de Sao Paulo demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.366, which indicates performance significantly better than the global average. The institution's primary strengths lie in its exceptionally low rates of Institutional Self-Citation, Hyperprolific Authors, and Output in Institutional Journals, signaling a culture that prioritizes external validation and quality over quantity. This strong foundation is complemented by notable performance in the SCImago Institutions Rankings, particularly in the fields of Medicine and Biochemistry, Genetics and Molecular Biology, where it holds a prominent position within Brazil and Latin America. However, areas requiring strategic attention include a medium-risk exposure to Hyper-Authored Output, a significant Gap in Impact dependent on external leadership, and a tendency towards Redundant Output. These vulnerabilities, while moderate, could challenge the institutional mission "to promote with excellence the teaching, research... with ethical, humanistic and social responsibility training," as they touch upon the transparency of contributions and the sustainability of its scientific impact. To fully align its operational practices with its stated mission, it is recommended that the institution leverages its solid integrity framework to implement targeted policies that address these specific areas, thereby reinforcing its commitment to genuine scientific excellence and ethical leadership.
The institution presents a Z-score of -0.260, positioning it in a low-risk category, in contrast to the national average of 0.236, which falls into a medium-risk band. This disparity suggests the presence of effective institutional resilience, where internal control mechanisms appear to successfully mitigate the systemic risks observed at the national level. While multiple affiliations are often a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The institution's controlled rate indicates a robust and transparent approach to affiliation declarations, demonstrating a clear commitment to avoiding "affiliation shopping" and ensuring that credit is attributed accurately, in line with sound scientific practice.
With a Z-score of -0.343, the institution shows a lower risk of retracted publications compared to the national average of -0.094, although both are within the low-risk range. This prudent profile suggests that the institution manages its scientific processes with more rigor than the national standard. Retractions are complex events, and a rate significantly lower than the average is a strong indicator of effective pre-publication quality control mechanisms. This performance suggests that systemic failures, recurring malpractice, or a lack of methodological rigor are not prevalent, reflecting a mature and reliable integrity culture that actively safeguards the quality of its scientific record.
The institution exhibits an exceptionally low Z-score of -1.262, a stark contrast to the country's medium-risk score of 0.385. This demonstrates a clear case of preventive isolation, where the center actively avoids the risk dynamics prevalent in its national environment. A certain level of self-citation is natural, but high rates can create scientific 'echo chambers' and artificially inflate impact. The institution's minimal rate signals a strong orientation towards external validation and global scientific dialogue, ensuring its academic influence is built on broad community recognition rather than endogamous dynamics, which reinforces the credibility and reach of its research.
The institution's Z-score of -0.327 is slightly better than the national average of -0.231, with both falling into the low-risk category. This indicates a prudent profile where the institution's researchers exercise a higher degree of diligence than the national standard when selecting publication venues. A high proportion of publications in discontinued journals can be a critical alert for reputational risk and wasted resources on 'predatory' media. The institution's low rate suggests its community possesses strong information literacy, effectively navigating the publishing landscape to choose reputable channels that meet international ethical and quality standards, thereby protecting its scientific output and reputation.
With a Z-score of 0.062, the institution registers a medium-risk signal, representing a moderate deviation from the national low-risk average of -0.212. This indicates a greater sensitivity to factors that can lead to inflated author lists compared to its national peers. While extensive author lists are legitimate in 'Big Science,' their prevalence outside these contexts can signal practices like 'honorary' or political authorship, which dilute individual accountability and transparency. This indicator serves as a warning to review authorship policies and practices to ensure they reflect genuine contributions and maintain the integrity of academic credit.
The institution shows a Z-score of 1.028, which, while in the same medium-risk category as the national average of 0.199, indicates a significantly higher exposure to this risk factor. A wide positive gap suggests that the institution's scientific prestige may be overly dependent on external partners and not fully reflective of its own structural capacity. This high value points to a potential sustainability risk, inviting a strategic reflection on whether its high-impact metrics are the result of genuine internal capabilities or a consequence of strategic positioning in collaborations where it does not exercise intellectual leadership. Fostering homegrown, high-impact research is crucial for long-term scientific sovereignty.
The institution's Z-score of -1.413 is in the very low-risk category, performing substantially better than the national low-risk average of -0.739. This demonstrates a consistent low-profile, where the complete absence of risk signals surpasses the already positive national standard. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or data fragmentation. The institution's exceptional score indicates a healthy research environment where quality is clearly prioritized over sheer quantity, effectively mitigating risks that could compromise the integrity of its scientific record.
With a Z-score of -0.268, the institution is in the very low-risk category, showing a clear preventive isolation from the national trend, which sits at a medium-risk score of 0.839. This significant difference highlights a deliberate institutional strategy that favors external peer review. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. The institution's minimal use of such channels demonstrates a strong commitment to global visibility and competitive validation, ensuring its research bypasses any potential 'fast tracks' and is instead vetted by the international scientific community, thereby strengthening its credibility.
The institution presents a Z-score of 0.106, a medium-risk signal that marks a moderate deviation from the low-risk national benchmark of -0.203. This suggests the institution is more sensitive than its peers to practices that can artificially inflate productivity metrics. Massive and recurring bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' where a single study is divided into minimal publishable units. This elevated score serves as an alert to examine publication patterns and reinforce a culture that values significant, coherent contributions over the volume of outputs, a practice that ultimately distorts scientific evidence and overburdens the review system.
