| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.317 | -0.476 |
|
Retracted Output
|
-0.212 | -0.174 |
|
Institutional Self-Citation
|
-0.495 | -0.045 |
|
Discontinued Journals Output
|
0.718 | -0.276 |
|
Hyperauthored Output
|
-1.166 | 0.497 |
|
Leadership Impact Gap
|
-0.797 | 0.185 |
|
Hyperprolific Authors
|
-1.413 | -0.391 |
|
Institutional Journal Output
|
5.629 | 0.278 |
|
Redundant Output
|
-1.186 | -0.228 |
The Universidad Pontificia de Salamanca demonstrates a robust overall profile in scientific integrity, with a low global risk score of 0.288. This performance is anchored in exceptional control over practices related to authorship and publication redundancy, including a near-total absence of hyper-prolific authors, hyper-authored output, and redundant publications. These strengths are complemented by prudent management of retractions and institutional self-citation, positioning the institution favorably within the national context. However, this solid foundation is contrasted by two significant vulnerabilities: a moderate rate of publication in discontinued journals and, most critically, a significant over-reliance on its own institutional journals for dissemination. According to SCImago Institutions Rankings data, the university's strongest thematic areas are in Arts and Humanities, Psychology, and Social Sciences. While the institution's specific mission statement was not available for this analysis, any mission predicated on academic excellence and societal impact is inherently challenged by practices that suggest academic endogamy. The high rate of output in institutional journals, in particular, risks undermining claims of external validation and global relevance. To fully leverage its considerable strengths in research integrity, it is recommended that the institution prioritize a strategic review of its publication channels, ensuring its valuable research output achieves the independent, international validation it deserves.
With a Z-score of -0.317, the institution's rate of multiple affiliations is slightly higher than the national average of -0.476, though both remain in a low-risk category. This minor difference suggests an incipient vulnerability, indicating that the institution shows early signals of a practice that warrants observation before it escalates. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight upward trend compared to national peers could signal the beginning of strategic attempts to inflate institutional credit. Monitoring this indicator is advisable to ensure collaborative practices remain transparent and are not used for “affiliation shopping.”
The institution exhibits a prudent profile regarding retracted publications, with a Z-score of -0.212, which is more favorable than the national average of -0.174. This suggests that the university's internal processes are managed with greater rigor than the national standard. Retractions can be complex, but a rate below the national benchmark indicates that the institution's quality control and supervision mechanisms prior to publication are likely robust and effective, preventing systemic failures and fostering a culture of integrity where honest correction is valued over recurring malpractice.
The university demonstrates a prudent and externally-focused research culture, with an institutional self-citation rate (Z-score: -0.495) significantly lower than the national average (Z-score: -0.045). This strong performance indicates that the institution manages its processes with more rigor than its national peers, successfully avoiding the risks of scientific isolation or 'echo chambers.' Such a low rate suggests that the institution's academic influence is genuinely built on recognition from the global community rather than being inflated by endogamous internal dynamics, reflecting a healthy integration into international scientific discourse.
A moderate deviation from the national norm is observed in the use of discontinued journals, with the institution registering a medium-risk Z-score of 0.718 while the country maintains a low-risk average of -0.276. This indicates a greater institutional sensitivity to this particular risk factor compared to its peers. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests a significant portion of scientific production may be channeled through media failing to meet international ethical or quality standards, exposing the institution to severe reputational damage and highlighting an urgent need for improved information literacy to avoid "predatory" practices.
The institution demonstrates a clear preventive isolation from national trends in hyper-authorship. Its Z-score of -1.166 is in the very low-risk category, starkly contrasting with the country's medium-risk score of 0.497. This shows the center does not replicate the risk dynamics observed in its environment. By maintaining low rates of hyper-authorship, the institution effectively avoids the potential for author list inflation and the dilution of individual accountability, reinforcing a culture where authorship is tied to meaningful contribution rather than 'honorary' or political practices.
The university displays notable institutional resilience, with a low-risk Z-score of -0.797 in contrast to the country's medium-risk average of 0.185. This suggests that internal control mechanisms are effectively mitigating a systemic national risk. While it is common for institutions to rely on external partners for impact, this score indicates that the university's scientific prestige is not dependent on exogenous factors but is built upon its own structural capacity. This reflects a sustainable model where excellence metrics result from genuine internal capabilities and intellectual leadership within collaborations.
A state of low-profile consistency is observed in the rate of hyperprolific authors, where the institution's very low-risk Z-score of -1.413 aligns perfectly with the low-risk national environment (Z-score: -0.391). The complete absence of risk signals in this area is consistent with the national standard. This indicates a healthy balance between quantity and quality, steering clear of the risks associated with extreme publication volumes, such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over inflated metrics.
This indicator represents a critical area of concern, as the institution's significant-risk Z-score of 5.629 dramatically accentuates a vulnerability that is only moderately present in the national system (Z-score: 0.278). This high dependence on in-house journals raises serious conflict-of-interest questions, as the institution acts as both judge and party in the publication process. This practice warns of severe academic endogamy, where production may bypass independent external peer review. Such a strategy severely limits global visibility and risks being perceived as a 'fast track' to inflate CVs without the standard competitive validation required by the international scientific community.
The institution maintains low-profile consistency with national standards regarding redundant output, showing a very low-risk Z-score of -1.186 compared to the country's low-risk score of -0.228. The absence of risk signals in this area is in line with the national environment. This positive result indicates a commendable practice of publishing complete and coherent studies, avoiding data fragmentation or 'salami slicing.' By prioritizing significant new knowledge over artificially inflating productivity, the institution upholds the integrity of the scientific evidence base and respects the resources of the peer-review system.
