| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.644 | 0.097 |
|
Retracted Output
|
1.460 | 0.676 |
|
Institutional Self-Citation
|
-1.095 | 0.001 |
|
Discontinued Journals Output
|
2.678 | 1.552 |
|
Hyperauthored Output
|
0.041 | -0.880 |
|
Leadership Impact Gap
|
3.470 | -0.166 |
|
Hyperprolific Authors
|
0.282 | 0.121 |
|
Institutional Journal Output
|
-0.268 | 1.103 |
|
Redundant Output
|
-0.009 | 0.143 |
AIMST University presents a complex profile of scientific integrity, marked by areas of exemplary practice alongside significant vulnerabilities that require strategic intervention. With an overall risk score of 1.160, the institution demonstrates notable strengths in avoiding academic endogamy, as evidenced by very low rates of institutional self-citation and publication in its own journals. However, these strengths are counterbalanced by critical alerts in the rates of retracted output, publication in discontinued journals, and a substantial dependency on external partners for research impact. According to SCImago Institutions Rankings data, the university holds a solid national position (ranked 16th in Malaysia) in key thematic areas such as Biochemistry, Genetics and Molecular Biology; Medicine; and Pharmacology, Toxicology and Pharmaceutics. While these rankings affirm its research capacity, the identified integrity risks directly challenge its mission "to be a premier university." A premier institution's reputation is built on robust quality control, sustainable intellectual leadership, and ethical dissemination—areas where current data suggests a misalignment. Addressing these specific vulnerabilities is therefore not merely a matter of compliance, but a strategic imperative to ensure the university's long-term credibility and its successful journey toward regional leadership.
The institution's Z-score of 0.644 for multiple affiliations is notably higher than the national average of 0.097. This suggests that the university is more exposed than its national peers to practices that, while often legitimate, can carry strategic risks. Multiple affiliations can be a natural outcome of researcher mobility or partnerships, but disproportionately high rates may signal attempts to inflate institutional credit or "affiliation shopping." The university's higher value indicates a greater propensity for these signals, warranting a review to ensure that all affiliations are transparent, strategically sound, and reflect genuine collaborative contributions rather than mere credit acquisition.
With a Z-score of 1.460, the rate of retracted output is a significant concern, substantially exceeding the national average of 0.676. This indicates that the institution is amplifying a vulnerability already present in the national system. While some retractions result from honest error correction, a rate this high suggests that pre-publication quality control mechanisms may be failing systemically. This pattern alerts to a potential weakness in the institution's integrity culture, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to safeguard its academic reputation.
The university demonstrates exceptional performance in this area, with a Z-score of -1.095, which stands in stark contrast to the national average of 0.001. This result signifies a state of preventive isolation, where the institution effectively insulates itself from the risks of academic endogamy observed in its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this very low rate confirms that the institution's work is validated by broad external scrutiny rather than within an 'echo chamber,' reinforcing the global recognition of its research and avoiding any perception of endogamous impact inflation.
The institution's Z-score of 2.678 for publications in discontinued journals is a critical alert, as it dramatically exceeds the national average of 1.552. This suggests the university is amplifying a national vulnerability related to publication channel selection. A high proportion of output in such journals constitutes a severe warning regarding due diligence. This Z-score indicates that a significant portion of its scientific production is being channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to avoid wasting resources on 'predatory' or low-quality practices.
The institution shows a moderate deviation from the national trend, with a Z-score of 0.041 compared to the country's score of -0.880. This indicates a greater sensitivity to risk factors associated with hyper-authorship than its peers. While extensive author lists are legitimate in 'Big Science' fields, a higher-than-average rate outside these contexts can signal author list inflation, which dilutes individual accountability. This serves as a signal for the institution to review its authorship practices and ensure they reflect genuine collaboration rather than 'honorary' or political attributions.
A Z-score of 3.470 reveals a severe discrepancy between the impact of the university's overall output and that of the research it leads, especially when compared to the national average of -0.166. This atypical risk activity requires a deep integrity assessment. A very wide positive gap signals a critical sustainability risk, suggesting that the institution's scientific prestige is highly dependent and exogenous, not structural. This finding invites urgent reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
With a Z-score of 0.282, the university shows a higher exposure to hyperprolific authorship compared to the national average of 0.121. This indicates that the institution is more prone to showing alert signals in this area than its environment. While high productivity can reflect leadership, extreme individual publication volumes challenge the limits of meaningful intellectual contribution. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The university exhibits exemplary practice with a Z-score of -0.268, in sharp contrast to the national average of 1.103, which indicates a medium risk level. This demonstrates a clear state of preventive isolation, where the institution avoids the conflicts of interest and academic endogamy that can arise from over-reliance on in-house journals. By not depending on internal channels, the university ensures its scientific production undergoes independent external peer review, which enhances its global visibility and confirms its commitment to competitive, merit-based validation rather than using internal 'fast tracks' to inflate publication counts.
The institution shows a Z-score of -0.009, positioning it favorably against the national average of 0.143. This demonstrates institutional resilience, as its control mechanisms appear to successfully mitigate the systemic risks of redundant publication prevalent in the country. A high rate of bibliographic overlap often indicates 'salami slicing'—the practice of fragmenting a study into minimal units to inflate productivity. The university's low score suggests its researchers are focused on publishing significant new knowledge rather than artificially boosting volume, thereby upholding the integrity of the scientific evidence base.
