| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.208 | 0.236 |
|
Retracted Output
|
3.667 | -0.094 |
|
Institutional Self-Citation
|
-1.802 | 0.385 |
|
Discontinued Journals Output
|
-0.241 | -0.231 |
|
Hyperauthored Output
|
1.313 | -0.212 |
|
Leadership Impact Gap
|
4.367 | 0.199 |
|
Hyperprolific Authors
|
-0.970 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
0.597 | -0.203 |
The Faculdade de Medicina de Sao Jose do Rio Preto presents a complex scientific integrity profile, with an overall risk score of 1.173 that reflects a combination of exceptional strengths and critical vulnerabilities. The institution demonstrates exemplary control in key areas, such as a very low rate of institutional self-citation and a near-absence of hyperprolific authorship, indicating a healthy culture of external validation and balanced productivity. These strengths provide a solid foundation for its recognized academic standing, particularly in its core thematic areas of Medicine and Biochemistry, Genetics and Molecular Biology, as highlighted by SCImago Institutions Rankings data. However, this positive performance is contrasted by significant alerts in the Rate of Retracted Output and the Gap between its total impact and the impact of its led research. These critical indicators directly challenge the institutional mission "to collect and treat information...and disseminate it to the academic community," as a high retraction rate undermines the reliability of the disseminated knowledge, and a dependency on external leadership for impact questions the sustainability of its own research capacity. To fully align its operational practices with its stated mission of excellence, it is recommended that the institution leverage its areas of integrity strength to implement targeted governance and quality control mechanisms addressing these specific vulnerabilities.
The institution's Z-score is 0.208, slightly below the national average of 0.236. This suggests that the institution is effectively managing practices related to multiple affiliations, showing a more moderate risk profile than what is commonly observed across the country. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. In this case, the institution's performance indicates a differentiated management approach that successfully moderates these risks, aligning with national patterns but with a greater degree of control.
The institution exhibits a Z-score of 3.667, a figure that represents a severe discrepancy when compared to the low-risk national average of -0.094. This atypical level of activity requires a deep integrity assessment. Retractions are complex events, but a rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture, suggesting that quality control mechanisms prior to publication may be failing systemically. This high Z-score indicates possible recurring malpractice or a lack of methodological rigor requiring immediate qualitative verification by management.
With a Z-score of -1.802, the institution demonstrates an exceptionally low rate of self-citation, particularly when contrasted with the medium-risk national average of 0.385. This result signals 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, reflecting the continuity of established research lines. However, this institution's very low rate is a strong positive indicator of robust external validation and integration into the global scientific conversation, confirming that its academic influence is built on broad community recognition rather than internal 'echo chambers'.
The institution's Z-score for this indicator is -0.241, which is statistically normal and almost identical to the national average of -0.231. This alignment indicates that the institution's risk level for publishing in discontinued journals is as expected for its context and size. Sporadic presence in discontinued journals may be due to lack of information, but a high proportion constitutes a critical alert. In this case, the score does not suggest a systemic issue but rather a baseline exposure that is typical for the national environment.
The institution's Z-score of 1.313 marks a moderate deviation from the national average of -0.212. This indicates a greater sensitivity to risk factors associated with hyper-authorship compared to its national peers. When this pattern appears outside 'Big Science' contexts, a high Z-score can indicate author list inflation, diluting individual accountability and transparency. This value serves as a signal to distinguish between necessary massive collaboration and 'honorary' or political authorship practices that may be more prevalent at the institution than elsewhere in the country.
A Z-score of 4.367 represents a significant risk and shows an accentuation of a vulnerability also present, though to a lesser degree, in the national system (Z-score of 0.199). This very wide positive gap—where global impact is high but the impact of research led by the institution itself is low—signals a sustainability risk. A high value suggests that scientific prestige is dependent and exogenous, not structural. This urgently invites reflection on whether excellence metrics result from real internal capacity or strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The institution's Z-score of -0.970 is in the very low-risk category, consistent with the low-risk national standard of -0.739. This absence of risk signals regarding hyperprolific authors aligns well with the national environment. While high productivity can evidence leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. The institution’s excellent performance in this metric indicates a healthy balance between productivity and quality, suggesting that authorship is generally assigned based on real participation and that practices prioritizing metrics over scientific record integrity are not prevalent.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, standing in stark contrast to the medium-risk national average of 0.839. This demonstrates a clear preventive isolation from national trends toward academic endogamy. In-house journals can be valuable, but excessive dependence on them raises conflicts of interest. The institution's low score is a strong positive signal that its scientific production overwhelmingly undergoes independent external peer review, ensuring its work is validated through standard competitive channels and maximizing its global visibility.
The institution's Z-score of 0.597 indicates a moderate deviation from the national average of -0.203, suggesting a greater sensitivity to this risk factor than its peers. This value alerts to the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, a practice known as 'salami slicing.' Massive and recurring bibliographic overlap between simultaneous publications distorts available scientific evidence and overburdens the review system. This score warrants a review of publication strategies to ensure that volume is not being prioritized over the generation of significant new knowledge.