| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.520 | -0.062 |
|
Retracted Output
|
-0.071 | -0.050 |
|
Institutional Self-Citation
|
0.205 | 0.045 |
|
Discontinued Journals Output
|
0.119 | -0.024 |
|
Hyperauthored Output
|
-1.031 | -0.721 |
|
Leadership Impact Gap
|
-1.158 | -0.809 |
|
Hyperprolific Authors
|
-0.882 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.374 | -0.515 |
Anhui University of Science and Technology presents a robust scientific integrity profile, with an overall score of -0.178 indicating performance that is stronger than the global average. The institution demonstrates significant strengths in areas of intellectual leadership and research quality, evidenced by a very low dependency on external collaborators for impact (Gap between Impact of total output and the impact of output with leadership) and effective controls over hyperprolific authorship and publication in institutional journals. These strengths provide a solid foundation for its notable academic positioning, particularly in its leading thematic areas according to SCImago Institutions Rankings data, which include Veterinary, Energy, Earth and Planetary Sciences, and Engineering. However, the analysis also reveals moderate risks in the Rate of Multiple Affiliations, Institutional Self-Citation, and Output in Discontinued Journals, which deviate from national trends. While a specific institutional mission was not provided for this analysis, these vulnerabilities could challenge a general commitment to academic excellence and transparency by creating perceptions of inflated credit, academic insularity, or insufficient due diligence. Addressing these specific areas proactively will be key to reinforcing the institution's reputation and ensuring its research practices are fully aligned with its clear thematic strengths and global standards of scientific integrity.
The institution's Z-score for this indicator is 0.520, while the national average is -0.062. This represents a moderate deviation from the national standard, suggesting the university is more sensitive to risk factors in this area than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher rate observed here warrants a review. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, could dilute the institution's distinct academic identity and misrepresent its collaborative contributions.
With an institutional Z-score of -0.071 and a national score of -0.050, the rate of retracted publications reflects statistical normality. The risk level is low and aligns perfectly with the expected context for an institution of its size and scope within the country. Retractions are complex events, and a low, controlled rate can signify responsible supervision and the honest correction of unintentional errors. In this case, the data does not suggest any systemic failure in pre-publication quality control mechanisms, indicating that the institution's integrity culture is effectively managing this aspect of research oversight.
The university shows a Z-score of 0.205, which is notably higher than the national average of 0.045. Although both the institution and the country operate within a medium-risk band, this difference indicates a high exposure to this particular risk. A certain level of self-citation is natural, reflecting the continuity of established research lines. However, the institution's disproportionately higher rate signals a potential for concerning scientific isolation or 'echo chambers' where work is validated without sufficient external scrutiny. This trend warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than by broader recognition from the global community.
The institution's Z-score of 0.119 contrasts with the national average of -0.024, indicating a moderate deviation where the university shows greater sensitivity to this risk than its national peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a portion of the university's scientific production may be channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to a need for enhanced information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution demonstrates a prudent profile with a Z-score of -1.031, which is more rigorous than the national standard of -0.721. This indicates that the university manages its authorship processes with greater control than the national average. In disciplines outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. The institution's low score suggests it is effectively distinguishing between necessary massive collaboration and questionable 'honorary' authorship practices, thereby upholding transparency and accountability in its research contributions.
With a Z-score of -1.158 compared to the country's -0.809, the institution shows a total operational silence on this risk indicator, performing even better than the strong national average. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own capabilities. The exceptionally low score here indicates the opposite: the university's scientific prestige is structural and endogenous. This is a clear sign of robust internal capacity and intellectual leadership, demonstrating that its excellence metrics result from its own foundational research.
The university exhibits strong institutional resilience, with a Z-score of -0.882 in stark contrast to the national medium-risk score of 0.425. This suggests that internal control mechanisms are effectively mitigating the country's systemic risks related to extreme publication volumes. While high productivity can be legitimate, extreme rates often challenge the limits of meaningful intellectual contribution. By maintaining a low rate, the institution successfully avoids potential imbalances between quantity and quality, guarding against risks such as coercive authorship or the assignment of credit without real participation and prioritizing the integrity of the scientific record.
The institution's Z-score of -0.268 is in the very low-risk category, aligning with and improving upon the low-risk national standard of -0.010. This demonstrates low-profile consistency, where the absence of risk signals is in line with the national environment. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent peer review. The university's minimal reliance on such channels confirms a commitment to external validation and global visibility, ensuring its research is assessed through standard competitive processes.
A slight divergence is noted in this indicator, with the institution's Z-score at -0.374 (low risk) while the country's average is -0.515 (very low risk). This indicates the center shows minor signals of risk activity that are largely absent in the rest of the country. Massive bibliographic overlap between publications can indicate 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. While the risk is not high, its presence, in contrast to the national norm, suggests that isolated instances of this practice may exist and warrants internal monitoring to ensure the focus remains on publishing significant new knowledge rather than on volume.