| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.292 | -0.497 |
|
Retracted Output
|
-0.569 | -0.244 |
|
Institutional Self-Citation
|
-0.248 | 0.340 |
|
Discontinued Journals Output
|
-0.159 | -0.290 |
|
Hyperauthored Output
|
1.103 | 1.457 |
|
Leadership Impact Gap
|
0.953 | 0.283 |
|
Hyperprolific Authors
|
-0.172 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
-0.103 | 0.224 |
Universita degli Studi di Sassari demonstrates a robust scientific integrity profile, with an overall risk score of -0.190 indicating a performance that is healthier than the global average. The institution's primary strengths lie in its exceptional control over research quality and dissemination channels, evidenced by very low rates of retracted output and publications in its own journals. Furthermore, the university shows remarkable resilience by maintaining low-risk levels for institutional self-citation, hyperprolific authorship, and redundant output, effectively mitigating systemic vulnerabilities present at the national level. Analysis of SCImago Institutions Rankings data highlights the university's significant competitive strengths in key thematic areas, particularly in Veterinary (ranked 11th in Italy), Environmental Science (36th), Dentistry (36th), and Agricultural and Biological Sciences (39th). However, moderate risk signals in hyper-authored output and, most notably, a high dependency on external partners for scientific impact (Gap between Impact) present strategic challenges. These vulnerabilities could subtly undermine the institutional mission of fostering "free research" and "critical sensibility," as an over-reliance on external leadership may limit the development of autonomous, locally-integrated research capacity. To fully align its practices with its mission, the university is encouraged to leverage its strong integrity culture to develop strategies that bolster internal research leadership, ensuring its recognized excellence is both sustainable and structurally embedded.
The institution presents a Z-score of -0.292, a low value that is nonetheless slightly higher than the national average of -0.497. This slight divergence from a more conservative national baseline suggests an incipient vulnerability. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minor uptick warrants review to ensure it reflects genuine collaboration rather than early signs of strategic "affiliation shopping" aimed at inflating institutional credit. Proactive monitoring can prevent this indicator from escalating into a more significant risk.
With a Z-score of -0.569, the institution demonstrates a very low rate of retracted publications, positioning it favorably against the national average of -0.244. This low-profile consistency indicates that the absence of significant risk signals is in harmony with the national standard. Retractions can be complex, but such a low rate strongly suggests that the institution's pre-publication quality control mechanisms and supervisory processes are robust and effective. This performance is a hallmark of a healthy integrity culture, where responsible research conduct prevents the systemic failures that can lead to recurring malpractice or a lack of methodological rigor.
The institution's Z-score of -0.248 (low risk) contrasts sharply with the national average of 0.340 (medium risk), demonstrating significant institutional resilience. This indicates that internal control mechanisms are successfully mitigating a systemic risk prevalent in the country. A certain level of self-citation is natural, but by keeping its rate low, the university avoids the concerning 'echo chambers' and endogamous impact inflation seen elsewhere. This commitment to external scrutiny ensures that the institution's academic influence is validated by the global community rather than being oversized by internal dynamics.
The institution's Z-score of -0.159 is within the low-risk band but is higher than the national average of -0.290. This profile points to an incipient vulnerability, where the center shows minor signals that warrant review before they escalate. While a sporadic presence in discontinued journals can occur, this slight elevation suggests a need to reinforce due diligence in selecting dissemination channels. Ensuring researchers are equipped with strong information literacy is crucial to avoid channeling scientific production through media that fail to meet international standards, thereby preventing reputational damage and the misallocation of resources to low-quality practices.
With a Z-score of 1.103, the institution registers a medium level of risk, which represents a position of relative containment when compared to the significant risk level across the country (Z-score: 1.457). Although risk signals are present, this indicates that the university operates with more order than the national average. In fields outside of 'Big Science,' a high rate of hyper-authorship can indicate author list inflation, which dilutes accountability. The institution's ability to moderate this national trend is positive, but the medium-level signal still calls for attention to ensure a clear distinction is maintained between necessary large-scale collaboration and questionable 'honorary' authorship practices.
The institution's Z-score of 0.953 is significantly higher than the national average of 0.283, placing both in the medium-risk category but signaling high exposure for the university. This wide positive gap, where overall impact is much higher than the impact of research led internally, points to a potential sustainability risk. It suggests that the institution's scientific prestige may be heavily dependent and exogenous, rather than structural. This finding invites a critical reflection on whether high-level excellence metrics are the result of genuine internal capacity or a strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution shows a low-risk Z-score of -0.172, demonstrating strong institutional resilience against the medium-risk national trend (Z-score: 0.625). This capacity to mitigate a systemic risk is a key strength. While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. By maintaining a low rate, the university effectively avoids potential imbalances between quantity and quality, steering clear of risks like coercive authorship or the assignment of credit without real participation, thereby prioritizing the integrity of the scientific record over pure metrics.
With a Z-score of -0.268, the institution's rate is not only very low but also falls below the minimal national average of -0.177. This signals a state of total operational silence, where risk signals are absent even by the high standards of its national environment. In-house journals can create conflicts of interest, but the university's practice demonstrates a clear commitment to global visibility and independent external peer review. This approach avoids any risk of academic endogamy and ensures that its scientific production is validated through standard competitive channels, reinforcing its credibility.
The institution's low-risk Z-score of -0.103 showcases its institutional resilience, particularly when contrasted with the medium-risk national average of 0.224. This ability to counteract a common national vulnerability is commendable. A high rate of bibliographic overlap often indicates 'salami slicing,' where studies are fragmented to inflate publication counts. The university's low score suggests its researchers prioritize the generation of significant new knowledge over volume, a practice that upholds the integrity of scientific evidence and avoids overburdening the peer-review system with artificially segmented findings.