| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.639 | -0.927 |
|
Retracted Output
|
-0.212 | 0.279 |
|
Institutional Self-Citation
|
-1.285 | 0.520 |
|
Discontinued Journals Output
|
0.906 | 1.099 |
|
Hyperauthored Output
|
-1.401 | -1.024 |
|
Leadership Impact Gap
|
-0.085 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
0.086 | 0.720 |
CMR University demonstrates a robust scientific integrity profile, with an overall risk score of -0.349 that significantly outperforms the national average. The institution exhibits exceptional strengths in maintaining very low-risk levels for Rate of Multiple Affiliations, Institutional Self-Citation, Hyper-Authored Output, Hyperprolific Authors, and Output in Institutional Journals. This strong foundation is complemented by its resilience in mitigating national risk trends related to retracted publications and redundant output. According to SCImago Institutions Rankings data, the university's key thematic strengths lie in Business, Management and Accounting, and Computer Science. This solid integrity performance strongly supports the university's mission to create "leaders for a knowledge-based economy, with ethical demands of a society base." However, the medium-risk signals in the Rate of Output in Discontinued Journals and Rate of Redundant Output, though below national levels, present a potential conflict with the mission's emphasis on creating "critical thinkers" and upholding ethical standards. To fully align its practices with its vision, the university should leverage its considerable strengths in governance to address these specific vulnerabilities, ensuring that its publication strategies consistently reflect the highest standards of academic excellence and social responsibility.
With a Z-score of -1.639, the institution shows a complete absence of risk signals in this area, performing even more securely than the national average of -0.927. This indicates exceptionally clear and transparent affiliation practices. While multiple affiliations can be legitimate, the university's profile avoids any ambiguity that could be misinterpreted as strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reinforcing a culture of straightforward academic collaboration.
The institution demonstrates notable institutional resilience, maintaining a low-risk Z-score of -0.212 in a national context where this indicator presents a medium-level risk (Z-score of 0.279). This suggests that the university's internal quality control and supervision mechanisms are effectively mitigating the systemic vulnerabilities seen elsewhere. A high rate of retractions can suggest that pre-publication quality controls are failing; conversely, CMR University's low score points to a healthy integrity culture and robust methodological rigor that prevents recurring malpractice.
The university exhibits a state of preventive isolation, with a very low Z-score of -1.285, in stark contrast to the medium-risk national average of 0.520. This performance indicates that the institution does not replicate the risk dynamics observed in its environment. By avoiding disproportionately high rates of self-citation, the university successfully sidesteps the risk of creating scientific 'echo chambers' and demonstrates that its academic influence is built on broad community recognition rather than on endogamous dynamics that can inflate impact.
The institution shows differentiated management of a nationally prevalent risk, with a Z-score of 0.906 that is lower than the country's average of 1.099. Although the university moderates this trend, its medium-risk score still constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of publications in such journals indicates that scientific output may be channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need for enhanced information literacy to avoid predatory practices.
With a Z-score of -1.401, the institution's very low rate of hyper-authored publications is consistent with, and even stronger than, the low-risk national standard (-1.024). This absence of risk signals suggests that authorship practices are transparent and accountable. Outside of "Big Science" contexts, high rates in this area can indicate author list inflation; the university's low score confirms it effectively distinguishes between necessary massive collaboration and questionable "honorary" authorship practices, thereby preserving individual accountability.
The institution's Z-score of -0.085, while in the low-risk category, is higher than the national average of -0.292, signaling an incipient vulnerability that warrants review. A wide positive gap, where overall impact is high but the impact of institution-led research is low, can indicate a sustainability risk. This value suggests a potential dependency on external partners for scientific prestige, inviting reflection on whether excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise full intellectual leadership.
The university's profile shows a near-total absence of hyperprolific authors, with a Z-score of -1.413, which is significantly lower than the national low-risk score of -0.067. This demonstrates a healthy balance between productivity and quality. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or 'salami slicing.' The university's very low score indicates it successfully prioritizes the integrity of the scientific record over the inflation of metrics.
The institution's practices are in total alignment with the secure national environment, with its Z-score of -0.268 being nearly identical to the country's score of -0.250. This integrity synchrony demonstrates a strong commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes standard, independent peer review rather than using internal channels as potential 'fast tracks' to inflate publication counts.
The institution demonstrates effective management of redundant publications, with a Z-score of 0.086 that is substantially lower than the national medium-risk average of 0.720. Despite this strong relative performance, the medium-risk classification itself serves as a reminder to remain vigilant. The presence of any signal for 'salami slicing'—the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity—alerts to a practice that distorts available scientific evidence and prioritizes volume over the generation of significant new knowledge.
