| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.525 | -0.497 |
|
Retracted Output
|
-0.381 | -0.244 |
|
Institutional Self-Citation
|
-0.285 | 0.340 |
|
Discontinued Journals Output
|
0.021 | -0.290 |
|
Hyperauthored Output
|
1.145 | 1.457 |
|
Leadership Impact Gap
|
0.543 | 0.283 |
|
Hyperprolific Authors
|
2.510 | 0.625 |
|
Institutional Journal Output
|
-0.074 | -0.177 |
|
Redundant Output
|
-0.118 | 0.224 |
Universita Cattolica del Sacro Cuore presents a robust integrity profile, with an overall risk score of 0.145, indicating a general alignment with sound scientific practices, yet punctuated by specific, high-impact vulnerabilities that require strategic attention. The institution demonstrates notable strengths, particularly its resilience against national trends toward institutional self-citation and redundant publication, suggesting effective internal controls. However, this is contrasted by a critical alert in the Rate of Hyperprolific Authors, which stands out as the primary area of concern. According to SCImago Institutions Rankings data, the university's research excellence is concentrated in several key areas, with national Top 10 rankings in fields such as Psychology, Medicine, and Economics, Econometrics and Finance. While the institution's specific mission was not available for this analysis, the identified risk of hyperprolificity directly challenges the universal academic values of excellence and social responsibility. A culture that may prioritize publication volume over substance could undermine the credibility of its strongest research areas and contradict the principles of rigorous, impactful science. The university is encouraged to leverage its foundational strengths in quality control to address this authorship anomaly, thereby ensuring its quantitative output is fully aligned with qualitative excellence and long-term reputational integrity.
The institution's Z-score of -0.525 is slightly lower than the national average of -0.497. This prudent profile suggests that the university manages its affiliation processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate indicates a low probability of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a well-governed and transparent approach to academic collaboration.
With a Z-score of -0.381, the institution demonstrates a near-total absence of risk signals related to retracted publications, a figure that is even more favorable than the low-risk national average of -0.244. This low-profile consistency underscores the effectiveness of the university's pre-publication quality control mechanisms. Retractions can be complex, but such a minimal rate strongly suggests that potential methodological errors or integrity issues are successfully identified and corrected internally, reflecting a mature culture of responsible supervision that aligns with the secure national standard.
The institution exhibits remarkable institutional resilience, with its Z-score of -0.285 standing in stark contrast to the medium-risk national average of 0.340. This indicates that internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While some self-citation is natural, the university's low rate demonstrates that it successfully avoids the 'echo chambers' and endogamous impact inflation that can arise from excessive self-validation. This result suggests the institution's academic influence is validated by the broader global community, not just internal dynamics.
A moderate deviation from the national norm is observed, with the institution's Z-score at 0.021 compared to the country's low-risk score of -0.290. This suggests the university shows a greater sensitivity to risk factors in publication channel selection than its peers. A heightened presence in journals that do not meet international ethical or quality standards constitutes a critical alert regarding due diligence. This indicator warns that a portion of the university's research is being channeled through potentially 'predatory' media, exposing it to severe reputational risks and signaling an urgent need to enhance information literacy among its researchers.
The institution shows relative containment in hyper-authorship, with a Z-score of 1.145, which, while indicating a medium risk, is notably lower than the significant-risk national average of 1.457. Although risk signals are present, the center operates with more order than the national average. In fields outside of 'Big Science,' extensive author lists can indicate inflation and dilute individual accountability. The university's score, while warranting attention, suggests it is better at managing this issue than many of its national counterparts, though a review to distinguish legitimate massive collaboration from 'honorary' authorship is still advisable.
With a Z-score of 0.543, the institution shows high exposure to this risk indicator, exceeding the national average of 0.283. This suggests the university is more prone than its peers to a dependency on external partners for its citation impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. This value invites reflection on whether the institution's prestige is derived from its own structural capacity or from strategic positioning in collaborations where it does not exercise primary intellectual leadership, potentially indicating an exogenous and less resilient model of excellence.
This indicator represents a critical finding, as the institution's Z-score of 2.510 is at a significant risk level, dramatically amplifying the medium-risk vulnerability present in the national system (0.625). Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and scientific oversight. The university's high score alerts to a potential systemic imbalance between quantity and quality, pointing to severe risks such as coercive authorship, data fragmentation, or authorship assignment without real participation. This dynamic, which prioritizes metrics over the integrity of the scientific record, requires an urgent and thorough review of institutional authorship policies and academic culture.
The institution's Z-score of -0.074 reveals a slight divergence from the national context, showing low-level risk signals in an area where the rest of the country (-0.177) shows virtually none. While in-house journals can be valuable, any notable dependence on them raises potential conflicts of interest, as the institution acts as both judge and party. This minor signal warns of a potential for academic endogamy, where research might bypass rigorous external peer review. Although the risk is currently low, it warrants monitoring to ensure internal channels are not used to inflate publication counts without standard competitive validation.
The university demonstrates strong institutional resilience with a Z-score of -0.118, indicating a low risk of redundant publication, especially when compared to the medium-risk national average of 0.224. This suggests that the institution's control mechanisms are effectively mitigating a common systemic risk. A low score in this area indicates that the practice of dividing a single study into 'minimal publishable units' to artificially inflate productivity is not a prevalent issue. This reflects a healthy research culture that prioritizes the communication of significant new knowledge over mere publication volume.