| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.975 | 0.236 |
|
Retracted Output
|
-0.428 | -0.094 |
|
Institutional Self-Citation
|
-0.722 | 0.385 |
|
Discontinued Journals Output
|
-0.442 | -0.231 |
|
Hyperauthored Output
|
-0.684 | -0.212 |
|
Leadership Impact Gap
|
-0.562 | 0.199 |
|
Hyperprolific Authors
|
-0.690 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.173 | -0.203 |
Universidade de Ribeirao Preto demonstrates a robust and commendable scientific integrity profile, with an overall risk score of -0.322 indicating performance that is healthier than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output, publications in discontinued journals, and reliance on institutional journals, showcasing a strong commitment to quality control and external validation. This operational excellence is further supported by effective mitigation of risks related to self-citation and impact dependency, where the university significantly outperforms national trends. The main area requiring strategic attention is the Rate of Multiple Affiliations, which presents a medium risk and is higher than the national average. According to SCImago Institutions Rankings data, the university's thematic strengths are concentrated in key health science areas, including Dentistry, Medicine, and Pharmacology, Toxicology and Pharmaceutics. This strong scientific output, combined with a high integrity profile, directly aligns with the institutional mission to "generate and disseminate knowledge... based on ethical... principles." The identified risk in affiliation practices, however, could challenge this ethical commitment if not managed transparently. We recommend a proactive review of affiliation policies to ensure they reflect substantive collaboration, thereby reinforcing the university's already strong foundation of scientific integrity and its mission of social responsibility.
The institution presents a Z-score of 0.975, which is notably higher than the national average of 0.236. This indicates that the university is more exposed to the risks associated with this practice than its national peers, even though both operate within a medium-risk context. While multiple affiliations can be legitimate, this heightened rate serves as an alert for a potential systemic pattern of "affiliation shopping" or strategic attempts to inflate institutional credit. It is advisable to review affiliation policies to ensure they are transparent and reflect genuine, substantive collaborations, thereby safeguarding the institution's reputation.
With a Z-score of -0.428, the institution demonstrates an exceptionally low rate of retracted publications, performing significantly better than the national average of -0.094. This near-total absence of risk signals is consistent with a national environment that already shows low risk, highlighting the university's robust pre-publication quality control mechanisms. This result suggests that beyond individual diligence, there is a systemic culture of integrity and methodological rigor that effectively prevents the types of errors or malpractice that lead to retractions, reinforcing its commitment to a reliable scientific record.
The institution exhibits strong resilience against national trends with a Z-score of -0.722, in stark contrast to the country's medium-risk average of 0.385. This demonstrates that the university's control mechanisms effectively mitigate the systemic risk of academic insularity observed elsewhere. A certain level of self-citation is natural, but the institution's low rate confirms that its research impact is validated externally by the global scientific community, not inflated through internal "echo chambers." This outward-looking focus is a clear indicator of healthy integration into international research conversations.
The university's Z-score of -0.442 is well below the national average of -0.231, indicating an exemplary and consistent approach to avoiding problematic publication venues. This very low-risk profile aligns with the national standard but demonstrates an even higher level of diligence. It suggests that the institution's researchers are well-informed and selective, effectively steering clear of journals that fail to meet international ethical or quality standards. This protects the university from reputational damage and ensures that research efforts are channeled into credible and impactful outlets.
With a Z-score of -0.684, the institution displays a more prudent and rigorous management of authorship practices compared to the national standard of -0.212. This low-risk profile indicates a culture that prioritizes transparency and individual accountability in its publications. By maintaining a lower rate of hyper-authorship, the university effectively mitigates the risks of author list inflation and honorary contributions, ensuring that credit is assigned appropriately and reflecting a commitment to clear and responsible research conduct.
The institution demonstrates significant resilience with a Z-score of -0.562, effectively countering the national trend, which sits at a medium-risk level of 0.199. This result indicates that the university's scientific prestige is not dependent on external partners but is rooted in its own structural capacity for high-impact research. Unlike the systemic risk of "borrowed" prestige seen nationally, the university's excellence metrics appear to be a direct result of its own intellectual leadership, signaling a sustainable and autonomous model for scientific advancement.
The institution's Z-score for hyperprolific authors is -0.690, which is statistically normal and closely aligned with the national benchmark of -0.739. This indicates that the level of author productivity is as expected for its context and size, without any significant alerts. The data suggests a healthy balance between research quantity and quality, with no evidence of systemic issues such as coercive authorship or the assignment of credit without meaningful intellectual contribution, which can be associated with extreme publication volumes.
The university shows a clear preventive isolation from national publishing dynamics, with a Z-score of -0.268 in a context where the country's average is a medium-risk 0.839. This demonstrates that the institution does not replicate the risk of academic endogamy observed in its environment. By avoiding over-reliance on its own journals, the university actively seeks independent, external peer review, which strengthens the credibility and global visibility of its research. This practice mitigates potential conflicts of interest and ensures its scientific output is validated through standard competitive channels.
With a Z-score of -0.173, the institution's rate of redundant output is statistically normal and virtually identical to the national average of -0.203. Both the university and the country operate at a low-risk level for this indicator. This alignment suggests that the institution's practices regarding bibliographic overlap are standard for its context. There are no signals of "salami slicing" or the artificial inflation of productivity by fragmenting studies, indicating that research is published in a coherent and meaningful manner that contributes genuinely to the body of scientific knowledge.