| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.205 | -0.062 |
|
Retracted Output
|
-0.456 | -0.050 |
|
Institutional Self-Citation
|
-1.975 | 0.045 |
|
Discontinued Journals Output
|
4.246 | -0.024 |
|
Hyperauthored Output
|
-1.257 | -0.721 |
|
Leadership Impact Gap
|
-1.359 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Taiyuan University demonstrates a robust profile of scientific integrity, with a commendable overall score of 0.276. The institution's performance is characterized by exceptionally low risk across the majority of indicators, particularly in areas such as research quality control, citation practices, and authorship ethics, where it significantly outperforms national averages. This foundation of integrity supports its recognized academic activity in fields like Chemistry and Mathematics, as noted in the SCImago Institutions Rankings. However, this strong profile is contrasted by two specific vulnerabilities: a moderate deviation in the rate of multiple affiliations and, most critically, a significant risk level in publications within discontinued journals. While the institution's mission was not specified, such a severe discrepancy in publication channel selection directly threatens any objective of academic excellence and social responsibility, as it exposes the university to reputational damage and suggests a misallocation of research efforts. The university's primary strategic challenge is to leverage its considerable strengths in research integrity to implement targeted governance and training measures, thereby correcting these isolated but critical anomalies and ensuring its operational practices fully align with its otherwise high standards.
The institution presents a Z-score of 0.205, which indicates a moderate deviation from the national average of -0.062. This suggests that the university shows a greater sensitivity to risk factors related to affiliation practices than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the elevated rate at the institution warrants a closer look. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, can distort the perception of the university's collaborative footprint and research contribution.
With a Z-score of -0.456, the institution demonstrates a very low risk of retracted publications, a figure that is consistent with the low-risk national standard (Z-score: -0.050). This low-profile consistency indicates that the university's quality control mechanisms prior to publication are functioning effectively. Retractions can be complex events, but such a minimal signal suggests that the institution's integrity culture is robust, successfully preventing the types of recurring malpractice or lack of methodological rigor that would lead to a higher rate of post-publication corrections.
The institution's Z-score of -1.975 is exceptionally low, marking a clear case of preventive isolation from the risk dynamics observed at the national level, where the average Z-score is 0.045. A certain level of self-citation is natural, but the country's score suggests a tendency towards 'echo chambers.' In contrast, Taiyuan University's very low rate demonstrates that its research is validated by the broader scientific community, not just internally. This signifies strong external scrutiny and a healthy integration into global research conversations, effectively avoiding the risk of endogamous impact inflation.
The institution exhibits a Z-score of 4.246, a critical value that represents a severe discrepancy from the national average of -0.024. This atypical risk activity is a major red flag and requires a deep integrity assessment. A high proportion of publications in discontinued journals constitutes a critical alert regarding the due diligence in selecting dissemination channels. This score indicates that a significant portion of the university's scientific production is being 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 information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.257, the institution maintains a very low-risk profile in hyper-authorship, consistent with the national standard (Z-score: -0.721). This absence of risk signals suggests that authorship practices at the university are generally transparent and accountable. In fields where extensive author lists are not the norm, a low score like this indicates that the institution is effectively avoiding author list inflation and the dilution of individual responsibility, distinguishing its collaborative work from questionable 'honorary' authorship practices.
The institution's Z-score of -1.359 signifies a total operational silence in this risk indicator, performing even better than the already low-risk national average of -0.809. A negative gap indicates that the impact of research led by the institution's own authors is strong and self-sufficient. This result is highly positive, suggesting that the university's scientific prestige is built on genuine internal capacity and intellectual leadership, rather than being dependent on the prestige of external collaborators where the institution does not play a leading role.
The university's Z-score of -1.413 is exceptionally low, demonstrating a preventive isolation from a risk dynamic more prevalent in the national context (Z-score: 0.425). While high productivity can be legitimate, extreme publication volumes often challenge the limits of meaningful intellectual contribution. The institution's very low score indicates a healthy balance between quantity and quality, successfully avoiding the risks of coercive authorship, data fragmentation, or other dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution's rate of publication in its own journals is very low and aligns with the low-risk national standard (Z-score: -0.010). This low-profile consistency is a positive sign, indicating that the university is not overly reliant on its in-house journals. By prioritizing external, independent peer review, the institution avoids potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and competitive validation of its research, steering clear of using internal channels as potential 'fast tracks' to inflate publication counts.
The institution shows a Z-score of -1.186, indicating a total operational silence regarding this risk, a performance that is even stronger than the low-risk national average of -0.515. This exceptionally low value is a clear indicator of high-quality research practices. It suggests that the university's authors focus on producing coherent, significant studies rather than engaging in 'salami slicing'—the practice of dividing research into minimal publishable units to artificially inflate productivity. This commitment to substance over volume strengthens the scientific record and reflects a culture of research integrity.