| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.887 | -0.497 |
|
Retracted Output
|
-0.381 | -0.244 |
|
Institutional Self-Citation
|
-0.890 | 0.340 |
|
Discontinued Journals Output
|
-0.369 | -0.290 |
|
Hyperauthored Output
|
2.988 | 1.457 |
|
Leadership Impact Gap
|
0.677 | 0.283 |
|
Hyperprolific Authors
|
3.289 | 0.625 |
|
Institutional Journal Output
|
-0.268 | -0.177 |
|
Redundant Output
|
-0.178 | 0.224 |
Humanitas University demonstrates a strong and commendable overall profile in scientific integrity, characterized by exceptional performance in areas related to publication ethics and external validation. The institution's overall score of 0.155 reflects a solid foundation, with key strengths including very low rates of institutional self-citation, multiple affiliations, and output in discontinued or institutional journals. However, this robust core is contrasted by significant, concentrated risks in authorship practices, specifically in hyper-authored output and the presence of hyperprolific authors, which exceed national averages. These specific vulnerabilities require strategic attention to ensure they do not undermine the university's broader culture of integrity. According to SCImago Institutions Rankings data, the university's scientific excellence is evident in its high national rankings, particularly in Agricultural and Biological Sciences (ranked 6th in Italy), Pharmacology, Toxicology and Pharmaceutics (10th), and Medicine (12th). To fully align with its mission of fostering student growth and innovation, it is crucial to address the authorship anomalies. An environment that may inadvertently prioritize publication volume over individual contribution could conflict with the goal of providing high-quality training and fostering genuine research careers. By proactively managing these specific authorship dynamics, Humanitas University can reinforce its position as a leader in both scientific output and ethical practice, ensuring its operational reality perfectly mirrors its aspirational mission.
The institution's Z-score for this indicator is -0.887, significantly lower than the national average of -0.497. This result demonstrates a clear and conservative approach to institutional affiliations, aligning well with the low-risk profile observed nationally. The absence of any risk signals in this area suggests that the university's collaborative practices are transparent and not leveraged to artificially inflate institutional credit. This low-profile consistency reinforces a culture of straightforward and legitimate academic partnerships.
With a Z-score of -0.381 compared to the national average of -0.244, the institution shows a very low incidence of retracted publications, consistent with the country's overall low-risk environment. This lack of significant signals indicates that the university's pre-publication quality control and supervision mechanisms are functioning effectively. It reflects a healthy integrity culture where methodological rigor is upheld, preventing the types of systemic errors or malpractice that often lead to retractions.
The institution presents a Z-score of -0.890, a figure that marks a stark and positive contrast to the medium-risk national average of 0.340. This demonstrates a clear preventive isolation from the risk of endogamous impact inflation observed elsewhere in the country. While some self-citation reflects research continuity, the university's exceptionally low rate signals that its work is validated by broad external scrutiny, not within a scientific 'echo chamber.' This result strongly suggests that the institution's academic influence is earned through genuine recognition by the global community.
The university's Z-score of -0.369 is well below the national average of -0.290, indicating a very low and well-managed risk profile. This performance aligns with the national standard, showing that the institution exercises strong due diligence in selecting publication venues. The near-absence of output in journals that fail to meet international ethical or quality standards protects its reputation and ensures that its research resources are channeled toward credible and impactful dissemination, avoiding predatory or low-quality practices.
The institution's Z-score for hyper-authored output is 2.988, a value that significantly exceeds the already high national average of 1.457. This finding constitutes a global red flag, positioning the university as a leader in this risk metric within a country already facing challenges in this area. While extensive author lists are legitimate in 'Big Science,' such a high score demands an urgent review to distinguish between necessary massive collaboration and potential 'honorary' authorship practices. This pattern of author list inflation can dilute individual accountability and transparency, posing a direct risk to the institution's scientific credibility.
With a Z-score of 0.677, the institution shows a wider gap than the national average of 0.283, indicating a higher exposure to this particular risk. This result suggests that the university's overall scientific prestige may be more dependent on collaborations where it does not exercise primary intellectual leadership. A wide positive gap can signal a sustainability risk, where excellence metrics are driven by strategic positioning in external partnerships rather than by structural, internal capacity. This invites a strategic reflection on how to strengthen the impact of research led directly by the institution's own teams.
The institution's Z-score of 3.289 is a significant outlier, drastically amplifying the medium-level vulnerability seen in the national system (Z-score of 0.625). This extreme concentration of publications among a few individuals challenges the perceived limits of meaningful intellectual contribution and raises a critical alert. Such hyper-productivity can point to systemic risks like coercive authorship or data fragmentation, where the pressure to maximize metrics may compromise the integrity of the scientific record. This dynamic requires immediate qualitative review to ensure a healthy balance between quantity and quality.
The institution's Z-score of -0.268 is even lower than the already minimal national average of -0.177, signaling a state of total operational silence in this risk area. This exemplary performance underscores a strong commitment to independent, external peer review. By avoiding reliance on in-house journals, the university eliminates potential conflicts of interest and ensures its scientific production is validated through standard competitive channels. This practice enhances the global visibility and credibility of its research, demonstrating a clear rejection of academic endogamy.
The institution displays a Z-score of -0.178, indicating a low risk of redundant output, which contrasts favorably with the medium-risk national average of 0.224. This suggests the presence of effective institutional resilience, where internal control mechanisms successfully mitigate the systemic risks prevalent in the wider environment. The low rate of massive bibliographic overlap between publications indicates that the university's researchers are not engaging in 'salami slicing'—the practice of fragmenting studies into minimal units to inflate productivity—thus prioritizing the generation of significant new knowledge over mere volume.