| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.031 | 0.097 |
|
Retracted Output
|
0.220 | 0.676 |
|
Institutional Self-Citation
|
0.000 | 0.001 |
|
Discontinued Journals Output
|
1.520 | 1.552 |
|
Hyperauthored Output
|
-0.931 | -0.880 |
|
Leadership Impact Gap
|
-0.921 | -0.166 |
|
Hyperprolific Authors
|
-0.325 | 0.121 |
|
Institutional Journal Output
|
-0.268 | 1.103 |
|
Redundant Output
|
-0.381 | 0.143 |
The University of Malaysia Sabah demonstrates a generally robust scientific integrity profile, reflected in an overall score of 0.196. The institution exhibits commendable control in several key areas, maintaining very low to low risk levels in collaborative impact balance, institutional self-citation, hyperprolific authorship, and the use of institutional journals, often outperforming national averages. These strengths are particularly relevant given the University's strong national standing in key scientific fields, as evidenced by its SCImago Institutions Rankings, where it ranks among the top 10 in Malaysia for Chemistry (7th) and Physics and Astronomy (9th), and holds a strong position in Biochemistry, Genetics and Molecular Biology (11th). However, moderate risks in the rates of retracted publications and output in discontinued journals require strategic attention. These specific vulnerabilities directly challenge the core mission "to achieve academic excellence" and ensure "high productivity and quality," as they can compromise the institution's long-term recognition and reputational integrity. By proactively addressing these specific areas, the University can further solidify its foundation of excellence, ensuring its research contributions are both impactful and unimpeachable, and fully aligning its operational practices with its ambitious mission.
With an institutional Z-score of -0.031 compared to the national Z-score of 0.097, the University demonstrates effective control over a risk that is more pronounced at the national level. This suggests strong institutional resilience, where internal mechanisms appear to successfully mitigate systemic pressures. While multiple affiliations are often a legitimate result of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The University's low rate, in contrast to the country's medium risk, indicates that its policies and research culture effectively prevent "affiliation shopping," ensuring that collaborative credit is assigned with integrity and transparency.
The institution's Z-score of 0.220, while indicating a medium risk, is significantly lower than the national average of 0.676. This suggests a differentiated management approach where the University, although operating within a national context prone to this risk, appears to moderate it more effectively than its peers. Retractions are complex events, but a rate significantly above the norm can suggest that quality control mechanisms prior to publication may be failing systemically. While the University's score warrants a qualitative review to distinguish between honest corrections and potential recurring malpractice, its better-than-average performance points to internal review processes that are providing a partial buffer against a more widespread national vulnerability.
The University's Z-score of 0.000, compared to the national Z-score of 0.001, signals strong institutional resilience against the risk of academic insularity, a trend more visible at the national level. A certain level of self-citation is natural, but disproportionately high rates can create 'echo chambers' and artificially inflate an institution's perceived impact. The University's score indicates a healthy pattern of external engagement, suggesting its research is validated by the broader scientific community. This stands in contrast to the national context, highlighting the effectiveness of the University's culture in preventing endogamous impact inflation and ensuring its academic influence is earned through global recognition.
The institution's Z-score of 1.520 is nearly identical to the country's Z-score of 1.552, indicating that its moderate risk in this area is not an isolated issue but reflects a systemic pattern observed across the nation. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels, often pointing to engagement with 'predatory' or low-quality media. The close alignment between the University's score and the national average suggests this is a shared challenge, potentially rooted in common evaluation policies or a lack of widespread information literacy. This exposes the institution to severe reputational risks and indicates an urgent need for improved guidance on identifying credible publication venues.
With an institutional Z-score of -0.931, which is lower than the national Z-score of -0.880, the University exhibits a prudent profile in its authorship practices. It appears to manage this area with more rigor than the already low-risk national standard. While extensive author lists are legitimate in certain 'Big Science' fields, their prevalence elsewhere can indicate author list inflation or 'honorary' authorships that dilute individual accountability. The University's very low score suggests a culture where authorship is assigned transparently and justifiably, effectively distinguishing necessary massive collaboration from questionable practices that compromise transparency.
The institution's Z-score of -0.921, compared to the country's Z-score of -0.166, demonstrates a very healthy and sustainable impact profile, with no signs of dependency on external partners for its scientific prestige. This low-profile consistency aligns with, and even improves upon, the low-risk environment seen nationally. A wide positive gap in this indicator can signal that an institution's prestige is exogenous and reliant on collaborations where it does not hold intellectual leadership. The University's strong negative score indicates the opposite: the impact of research led by its own authors is robust and self-sufficient, demonstrating a structural capacity for generating high-quality science.
The University's Z-score of -0.325 contrasts sharply with the national Z-score of 0.121, showcasing institutional resilience against a risk that is more visible at the national level. While high productivity can be legitimate, extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or data fragmentation. The University's low score, set against the country's medium risk, suggests a healthy balance between productivity and quality, indicating that its academic culture and oversight mechanisms successfully discourage practices that prioritize metric inflation over the integrity of the scientific record.
With a Z-score of -0.268 against a national Z-score of 1.103, the University shows a clear preventive isolation from a national trend of relying on in-house journals. This stark difference highlights a commendable commitment to external validation. Excessive publication in institutional journals can create conflicts of interest and academic endogamy, bypassing independent peer review. The University's very low score suggests a strong institutional policy favoring publication in globally recognized journals, thereby ensuring its research undergoes standard competitive validation and avoids the risk of using internal channels as 'fast tracks' to inflate CVs.
The institution's Z-score of -0.381, compared to the national Z-score of 0.143, indicates strong resilience against the practice of data fragmentation, a risk more prevalent in its national context. Massive bibliographic overlap between publications often indicates 'salami slicing,' where studies are artificially divided to inflate output, thereby distorting the scientific record. The University's low score suggests that its institutional controls and research culture effectively value significant, coherent contributions over sheer volume, encouraging researchers to present new knowledge comprehensively rather than fragmenting it into minimal publishable units.