Universita degli Studi di Camerino

Region/Country

Western Europe
Italy
Universities and research institutions

Overall

-0.157

Integrity Risk

low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
0.313 -0.497
Retracted Output
-0.569 -0.244
Institutional Self-Citation
-0.181 0.340
Discontinued Journals Output
-0.175 -0.290
Hyperauthored Output
0.538 1.457
Leadership Impact Gap
0.646 0.283
Hyperprolific Authors
0.128 0.625
Institutional Journal Output
-0.268 -0.177
Redundant Output
-0.381 0.224
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

Universita degli Studi di Camerino demonstrates a solid scientific integrity profile, with an overall risk score of -0.157 indicating performance that is slightly better than the global average. The institution's primary strengths lie in its exceptionally low rates of retracted output and publications in its own journals, signaling robust quality control and a commitment to external validation. Furthermore, the university shows notable resilience, effectively mitigating national trends toward higher institutional self-citation and redundant publications. Areas requiring strategic attention include a moderate deviation from the national norm in multiple affiliations and a significant gap between its overall research impact and the impact of work led by its own researchers. These factors, while not critical, warrant review. According to SCImago Institutions Rankings data, the university's academic strengths are particularly pronounced in thematic areas such as Veterinary (ranked 15th in Italy), Business, Management and Accounting (22nd), and Pharmacology, Toxicology and Pharmaceutics (24th). The identified risks, especially the reliance on external leadership for impact, could challenge the institutional mission of serving as a "point of reference for its own development" based on "high quality." A reputation for excellence is best sustained by demonstrable internal capacity. By proactively addressing these moderate-risk indicators, the Universita degli Studi di Camerino can further align its operational practices with its stated mission, reinforcing its role as a leader in quality research and education.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution's Z-score of 0.313 for this indicator presents a moderate deviation from the national average of -0.497. This suggests that the university shows a greater sensitivity to this particular risk factor than its peers across Italy. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the observed rate is high enough to warrant a closer look. This divergence from the national standard highlights the need to ensure that affiliations are substantive and not merely strategic attempts to inflate institutional credit through practices like “affiliation shopping,” which could dilute the perceived value of the university's unique contributions.

Rate of Retracted Output

With a Z-score of -0.569, the institution displays an exceptionally low rate of retracted publications, performing even better than the already low-risk national average of -0.244. This near-total absence of risk signals demonstrates a strong alignment with national standards of scientific security and responsibility. Retractions can be complex, but such a minimal rate strongly suggests that the institution's quality control mechanisms and supervisory processes prior to publication are highly effective. This result is a clear indicator of a healthy integrity culture, reflecting consistent methodological rigor and responsible research conduct.

Rate of Institutional Self-Citation

The institution exhibits strong institutional resilience in this area, with a Z-score of -0.181 placing it in the low-risk category, in contrast to the medium-risk national average of 0.340. This indicates that the university's internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. A certain level of self-citation is natural, but the institution successfully avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This prudent profile suggests that the university's academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics.

Rate of Output in Discontinued Journals

The institution's Z-score of -0.175 is in the low-risk range but slightly higher than the national average of -0.290, signaling an incipient vulnerability. Although the overall risk is low, this score suggests that the university's researchers are slightly more likely to publish in discontinued journals than their national counterparts. A sporadic presence in such journals can occur, but this signal warrants a review to prevent it from escalating. It serves as a reminder of the importance of due diligence in selecting dissemination channels to avoid reputational risks and the potential waste of resources on low-quality or 'predatory' publishing practices.

Rate of Hyper-Authored Output

With a Z-score of 0.538, the institution demonstrates relative containment of a risk that is significantly more pronounced at the national level (Z-score of 1.457). Although signals of hyper-authorship exist within the university, it appears to operate with more order and control than the national average. In certain 'Big Science' fields, extensive author lists are legitimate; however, this indicator serves as a signal to ensure that authorship practices across all disciplines are transparent and accountable. The university's ability to moderate this trend suggests a healthier approach to authorship attribution compared to the broader national context.

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

The institution shows high exposure to this risk, with a Z-score of 0.646 that is notably higher than the national average of 0.283, even though both fall within the medium-risk category. This indicates a more pronounced gap between the university's overall citation impact and the impact generated by research where it holds a leadership position. A wide positive gap signals a potential sustainability risk, suggesting that a significant portion of its scientific prestige may be dependent and exogenous. This invites a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.

Rate of Hyperprolific Authors

The institution demonstrates effective and differentiated management of this risk, with a Z-score of 0.128 that is considerably lower than the national average of 0.625. This shows that the university successfully moderates a risk that appears to be more common across the country. While high productivity can be a sign of leadership, extreme publication volumes can challenge the limits of meaningful intellectual contribution. The university's lower score indicates a better balance between quantity and quality, suggesting it is less prone to dynamics like coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.

Rate of Output in Institutional Journals

In this area, the institution shows total operational silence, with a Z-score of -0.268 that indicates an absence of risk signals even below the low national average of -0.177. This is an exemplary result, demonstrating a strong commitment to external validation and global visibility. By avoiding dependence on in-house journals, the university effectively eliminates potential conflicts of interest where an institution acts as both judge and party. This practice ensures its scientific production consistently undergoes independent external peer review, reinforcing the credibility and competitiveness of its research on an international stage.

Rate of Redundant Output

The institution displays clear institutional resilience, with a low-risk Z-score of -0.381 that stands in positive contrast to the medium-risk national average of 0.224. This suggests that its internal policies or academic culture effectively mitigate a practice more common in its environment. Massive bibliographic overlap between publications can indicate 'salami slicing'—the artificial fragmentation of studies to inflate productivity. The university's very low score in this indicator is a strong sign that it prioritizes the publication of significant, coherent new knowledge over sheer volume, thereby contributing responsibly to the scientific record.

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