| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.259 | 0.236 |
|
Retracted Output
|
-0.484 | -0.094 |
|
Institutional Self-Citation
|
-1.884 | 0.385 |
|
Discontinued Journals Output
|
-0.438 | -0.231 |
|
Hyperauthored Output
|
0.679 | -0.212 |
|
Leadership Impact Gap
|
5.496 | 0.199 |
|
Hyperprolific Authors
|
-1.034 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-1.186 | -0.203 |
Escola Bahiana de Medicina e Saude Publica presents a robust scientific integrity profile, reflected in its overall risk score of 0.018. The institution demonstrates exceptional strengths and very low risk across a majority of indicators, particularly in the areas of Retracted Output, Institutional Self-Citation, Output in Discontinued Journals, Hyperprolific Authors, and Redundant Output. These results signal a solid foundation of ethical research practices. However, strategic attention is required for three key vulnerabilities: a significant dependency on external collaborations for impact, and medium-risk levels in multiple affiliations and hyper-authored publications. The institution's strong positioning in Medicine, ranking 91st in Brazil according to SCImago Institutions Rankings data, underscores its core thematic competence. To fully align with its mission of training "qualified professionals based on ethical and humanistic principles," it is crucial to address the identified risks, ensuring that its perceived impact is a direct result of its own intellectual leadership. By focusing on these specific areas, the institution can transform these vulnerabilities into opportunities, further solidifying its commitment to excellence and social responsibility.
The institution's rate of multiple affiliations (Z-score: 2.259) is notably higher than the national average (Z-score: 0.236). This indicates a high exposure to this particular risk factor, suggesting the institution is more prone to these signals than its peers within a national context where this practice is already present. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This finding warrants a review to ensure that all affiliations are substantive and reflect genuine collaboration.
With a Z-score of -0.484, the institution shows a near-total absence of risk signals related to retracted publications, a profile that is even more secure than the low-risk national standard (Z-score: -0.094). This low-profile consistency demonstrates that the institution's quality control and supervision mechanisms are highly effective. Retractions can sometimes result from honest error correction, but the institution's excellent score suggests its pre-publication review processes are robust, preventing systemic failures and reinforcing a strong culture of integrity and methodological rigor.
The institution demonstrates an exceptionally low rate of self-citation (Z-score: -1.884), positioning it favorably against the national average (Z-score: 0.385). This profile indicates a form of preventive isolation, where the institution successfully avoids the risk dynamics of academic endogamy observed elsewhere in the country. 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 internal 'echo chambers,' reinforcing the global community's recognition of its academic influence.
The institution's Z-score of -0.438 for output in discontinued journals is well below the national average (Z-score: -0.231), indicating a very low-risk profile. This demonstrates a consistent alignment with national standards for selecting reliable publication venues. This result suggests that the institution's researchers exercise strong due diligence in choosing dissemination channels, effectively avoiding predatory or low-quality journals and thereby safeguarding the institution's resources and reputation.
The institution displays a moderate deviation from the national norm regarding hyper-authored publications, with a Z-score of 0.679 compared to the country's -0.212. This suggests a greater sensitivity to risk factors related to authorship practices than its peers. While extensive author lists are legitimate in some 'Big Science' fields, a higher-than-average rate outside these contexts can indicate author list inflation, which dilutes individual accountability. This signal calls for a closer look to distinguish between necessary massive collaboration and potentially inappropriate 'honorary' authorship practices.
With a Z-score of 5.496, the institution shows a significant gap between the impact of its total output and that of the research it leads, a figure that dramatically accentuates the vulnerability present in the national system (Z-score: 0.199). This wide positive gap signals a critical sustainability risk, suggesting that the institution's scientific prestige is highly dependent and exogenous, not structural. This finding invites urgent reflection on whether its excellence metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -1.034 for hyperprolific authors is significantly lower than the national average (Z-score: -0.739), indicating an absence of risk signals in this area. This low-profile consistency with the national environment suggests that the institution fosters a research culture that prioritizes quality and meaningful intellectual contribution over sheer volume. This result indicates a healthy balance, avoiding the potential pitfalls of coercive authorship or other practices that prioritize metrics over the integrity of the scientific record.
The institution exhibits a very low rate of publication in its own journals (Z-score: -0.268), effectively isolating itself from the risks of academic endogamy that are more prevalent at the national level (Z-score: 0.839). This preventive stance is a sign of strong governance. By not depending on in-house journals, the institution avoids potential conflicts of interest and ensures its scientific production undergoes independent external peer review, which enhances its global visibility and competitive validation.
With a Z-score of -1.186, the institution shows a negligible rate of redundant output, performing better than the already low-risk national average (Z-score: -0.203). This demonstrates a consistent and robust approach to research publication. The data suggests that the institution's authors are not engaging in 'salami slicing'—the practice of fragmenting studies into minimal units to inflate productivity. This commitment to publishing significant, coherent bodies of work upholds the integrity of the scientific evidence base.