| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.212 | -0.062 |
|
Retracted Output
|
-0.043 | -0.050 |
|
Institutional Self-Citation
|
-1.185 | 0.045 |
|
Discontinued Journals Output
|
0.555 | -0.024 |
|
Hyperauthored Output
|
-1.209 | -0.721 |
|
Leadership Impact Gap
|
-0.176 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.992 | -0.515 |
Gansu University of Chinese Medicine demonstrates a robust profile in scientific integrity, with an overall risk score of -0.369 indicating performance that is significantly more secure than the global average. The institution exhibits exceptional strengths in multiple areas, particularly in its very low rates of Redundant Output, Hyperprolific Authorship, and Institutional Self-Citation, where it not only meets but substantially exceeds national benchmarks. These results suggest a strong internal culture of research ethics and quality control. The primary area requiring strategic attention is the Rate of Output in Discontinued Journals, which presents a medium risk and deviates from the national trend, posing a potential threat to institutional reputation. According to SCImago Institutions Rankings data, the university's strongest thematic areas are Medicine, Pharmacology, Toxicology and Pharmaceutics, and Biochemistry, Genetics and Molecular Biology. While the institution's formal mission was not available for this analysis, the identified risk in publication channel selection could undermine any objective centered on academic excellence and global impact. By leveraging its solid integrity foundation to implement targeted training on discerning high-quality publication venues, the university can fortify its research enterprise and ensure its scientific contributions achieve the recognition they deserve.
The institution presents a Z-score of -1.212, a figure indicating very low risk that compares favorably with the country's low-risk score of -0.062. This result demonstrates a high degree of consistency with the national environment, where such practices are already well-controlled. The institution’s exceptionally low rate suggests that its policies effectively promote transparent and clear crediting of research contributions. While multiple affiliations can be a legitimate outcome of collaboration, the university's data shows no signals of their use for strategic inflation of institutional credit or “affiliation shopping,” reflecting a stable and well-governed research ecosystem.
With a Z-score of -0.043, the institution's performance is statistically normal and aligns almost perfectly with the national average of -0.050. This synchrony indicates that the rate of retractions is at a low, expected level for an institution of its context and size. Retractions are complex events, and this low score suggests that they likely represent the responsible correction of unintentional errors, a sign of healthy scientific supervision. The data does not point to any systemic failure in pre-publication quality control mechanisms, but rather reflects a standard and functional academic process.
The institution's Z-score of -1.185 signals a very low risk, standing in stark contrast to the medium-risk national average of 0.045. This demonstrates a remarkable case of preventive isolation, where the university successfully avoids replicating risk dynamics prevalent in its national environment. A certain level of self-citation is natural, but the institution’s extremely low rate indicates that its research is validated by the broader scientific community, not confined to an internal 'echo chamber.' This strong external focus mitigates any risk of endogamous impact inflation, confirming that the institution's academic influence is earned through global recognition rather than internal dynamics.
The institution exhibits a Z-score of 0.555, corresponding to a medium risk level, which represents a moderate deviation from the low-risk national average of -0.024. This finding highlights a greater sensitivity to this particular risk factor compared to its peers and warrants immediate attention. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production may be channeled through media that fail to meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need to enhance information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.209, the institution shows a very low risk in this area, reinforcing the low-risk national standard (Z-score of -0.721). This low-profile consistency indicates that authorship practices are transparent and well-governed, avoiding patterns that could suggest inflation. The data confirms that the institution effectively distinguishes between necessary collaboration and practices like 'honorary' authorship, thereby preserving individual accountability and the integrity of the scientific record.
The institution's Z-score of -0.176 places it at a low risk level, yet this represents a slight divergence from the country's very low-risk average of -0.809. This gap suggests the presence of minor risk signals that are not apparent in the rest of the national system. A positive gap can indicate that scientific prestige is more dependent on external collaborations than on internally-led research. This finding invites a strategic reflection on whether the institution's excellence metrics are a result of its own structural capacity or its positioning in collaborations where it may not always exercise full intellectual leadership, a potential risk to long-term sustainability.
The institution achieves an exceptionally low-risk Z-score of -1.413, effectively insulating itself from the medium-risk trend observed at the national level (Z-score of 0.425). This is a clear indicator of preventive isolation, where the university's internal controls and academic culture do not replicate the vulnerabilities present in the wider system. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. This very low score suggests the institution successfully prioritizes quality over sheer quantity, mitigating risks such as coercive authorship or the assignment of credit without real participation, and thereby protecting the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates a very low risk, a position that is consistent with and even improves upon the low-risk national average of -0.010. This result indicates a strong commitment to seeking external validation for its research. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, which enhances its global visibility and confirms that internal channels are not used as 'fast tracks' to inflate publication counts without standard competitive validation.
The institution's Z-score of -0.992 is an indicator of total operational silence in this risk area, performing significantly better than the already very low-risk national average of -0.515. This absence of risk signals, even below the national benchmark, is a testament to the institution's robust research practices. The data strongly suggests that the university's researchers are focused on producing coherent studies with significant new knowledge, rather than engaging in 'salami slicing'—the practice of fragmenting data into minimal publishable units to artificially inflate productivity. This commitment to substance over volume strengthens the scientific record and reflects a culture of high integrity.