Universidade de Marilia

Region/Country

Latin America
Brazil
Universities and research institutions

Overall

0.030

Integrity Risk

medium

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
4.083 0.236
Retracted Output
-0.371 -0.094
Institutional Self-Citation
0.947 0.385
Discontinued Journals Output
-0.545 -0.231
Hyperauthored Output
-0.283 -0.212
Leadership Impact Gap
-2.420 0.199
Hyperprolific Authors
-0.474 -0.739
Institutional Journal Output
-0.268 0.839
Redundant Output
0.093 -0.203
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Universidade de Marília demonstrates a commendable overall integrity profile, reflected in a low global risk score of 0.030. The institution's primary strengths lie in its capacity for independent, high-impact research, showing a notable absence of reliance on external collaborations for prestige (Gap between Impact), and its exemplary diligence in avoiding predatory publishing channels (Rate of Output in Discontinued Journals) and conflicts of interest in its own publications (Rate of Output in Institutional Journals). These strengths provide a solid foundation for its research enterprise. However, this positive outlook is challenged by three key vulnerabilities: a critically high Rate of Multiple Affiliations, which significantly amplifies a national trend, and medium-risk levels in Institutional Self-Citation and Redundant Output. According to SCImago Institutions Rankings data, the university exhibits world-class leadership in specific fields, particularly in Biochemistry, Genetics and Molecular Biology, complemented by a strong national standing in Agricultural and Biological Sciences and Pharmacology, Toxicology and Pharmaceutics. To fully align with its mission of training "ethical and competent professionals," it is crucial to address the identified integrity risks, as practices suggesting a focus on metric inflation over substance could undermine the very ethical foundation the institution aims to build. By proactively managing these vulnerabilities, the Universidade de Marília can safeguard its reputation and solidify its position as a beacon of scientific excellence and integrity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of 4.083, a value that indicates a critical elevation of risk compared to the national average of 0.236. This suggests that the university not only reflects but significantly intensifies a vulnerability already present in the national scientific system. 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”. This level of activity warrants an urgent review of affiliation policies to ensure they promote genuine collaboration rather than metric optimization, thereby safeguarding the transparency of the institution's contributions.

Rate of Retracted Output

With a Z-score of -0.371, the institution demonstrates a prudent and rigorous approach to quality control, performing better than the national standard, which stands at -0.094. This very low rate of retractions indicates that the university's pre-publication review and supervision mechanisms are robust and effective. Retractions can sometimes signify responsible error correction, but a consistently low value like this is a strong positive signal of a healthy integrity culture, suggesting that methodological rigor and quality assurance are successfully preventing systemic failures before they enter the scientific record.

Rate of Institutional Self-Citation

The institution's Z-score for this indicator is 0.947, showing a higher exposure to this risk compared to the national average of 0.385. Although both operate within a medium-risk context, the university is more prone to displaying alert signals than its peers. A certain level of self-citation is natural and reflects the continuity of established research lines. Nonetheless, this elevated rate can signal concerning scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. It warns of a potential for endogamous impact inflation, suggesting that the institution's academic influence may be disproportionately shaped by internal dynamics rather than broader recognition from the global community.

Rate of Output in Discontinued Journals

The institution shows an excellent Z-score of -0.545, indicating a near-total absence of risk in this area and aligning well with the low-risk national standard of -0.231. This low-profile consistency demonstrates strong due diligence in the selection of publication venues. A high proportion of output in such journals would be a critical alert, but this result confirms that the institution's researchers are successfully navigating the publishing landscape and avoiding channels that fail to meet international ethical or quality standards. This protects the university from reputational damage and ensures research funds are invested in credible and impactful dissemination.

Rate of Hyper-Authored Output

With a Z-score of -0.283, the institution maintains a prudent profile in managing authorship, showing more rigor than the national standard of -0.212. This indicates a healthy approach to author attribution, avoiding the risk of author list inflation. An elevated score in this area can dilute individual accountability and transparency. By keeping this indicator low, the university demonstrates a commitment to meaningful contribution as the basis for authorship, effectively distinguishing between necessary collaboration and questionable practices like 'honorary' authorships, thereby reinforcing research integrity.

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

The institution's Z-score of -2.420 is an indicator of exceptional strength, showcasing a model of preventive isolation from the risk dynamics prevalent at the national level (Z-score of 0.199). A wide positive gap often signals that an institution's prestige is dependent on external partners rather than its own capacity. In contrast, this strong negative score indicates that the research led by the university's own authors is highly impactful, demonstrating true intellectual leadership and structural excellence. This result confirms that the institution's scientific prestige is built on a sustainable, endogenous foundation, reflecting real internal capacity for generating world-class research.

Rate of Hyperprolific Authors

The institution's Z-score of -0.474 reveals an incipient vulnerability when compared to the national average of -0.739. Although both scores are in the low-risk category, the university shows slightly more activity in this area, warranting review before it escalates. While high productivity can be legitimate, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This signal points to a potential imbalance between quantity and quality, alerting to possible risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.

Rate of Output in Institutional Journals

With a Z-score of -0.268, the institution demonstrates a clear preventive isolation from the risks of academic endogamy, a practice more common at the national level, where the average score is 0.839. This result indicates that the university does not replicate the risk dynamics observed in its environment. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. The institution's low score is a positive sign that its scientific production consistently undergoes independent external peer review, which enhances its global visibility and confirms its commitment to competitive validation over internal 'fast tracks' for publication.

Rate of Redundant Output

The institution's Z-score of 0.093 represents a moderate deviation from the national context, where the average is -0.203. This suggests the center has a greater sensitivity to risk factors related to publication redundancy than its national peers. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. This medium-risk value serves as an alert that some research practices may be prioritizing volume over the generation of significant new knowledge, a trend that can distort the scientific evidence base and should be monitored.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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