| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.310 | -0.062 |
|
Retracted Output
|
-0.522 | -0.050 |
|
Institutional Self-Citation
|
-0.134 | 0.045 |
|
Discontinued Journals Output
|
0.856 | -0.024 |
|
Hyperauthored Output
|
-1.109 | -0.721 |
|
Leadership Impact Gap
|
0.544 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Taiyuan Normal University presents a robust scientific integrity profile, reflected in an overall score of -0.217, indicating a performance that is generally aligned with sound research practices despite specific areas requiring strategic attention. The institution demonstrates exceptional strength in maintaining very low rates of retracted output, hyperprolific authorship, and redundant publications, showcasing a solid foundation in quality control and responsible authorship. However, vulnerabilities are evident in a moderate tendency towards multiple affiliations, publication in discontinued journals, and a significant gap between its overall impact and the impact of research under its direct leadership. These risks, particularly the reliance on external partners for impact, could challenge the long-term sustainability of its reputation. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Energy, Physics and Astronomy, Mathematics, and Earth and Planetary Sciences. While the institution's specific mission was not available for this analysis, any pursuit of academic excellence and social responsibility is inherently threatened by practices that suggest a dependency on external leadership or engagement with low-quality publication channels. By strategically addressing these identified vulnerabilities, Taiyuan Normal University can better leverage its core research strengths, ensuring its operational integrity fully supports its ambition for sustainable and self-directed academic leadership.
The institution's Z-score for this indicator is 0.310, while the national average for China is -0.062. This moderate deviation suggests the university is more sensitive to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher rate observed here warrants a review. It may signal a strategic tendency to inflate institutional credit through "affiliation shopping," a practice that appears more pronounced at the university compared to the national baseline and could dilute the perceived origin of its scientific contributions.
With a Z-score of -0.522, the institution demonstrates an exceptionally low rate of retracted publications, performing significantly better than the already low national average of -0.050. This result points to a consistent and effective system of quality control. The absence of risk signals in this area suggests that the university's pre-publication review processes and supervisory mechanisms are robust, fostering a culture of methodological rigor and responsible error correction that aligns perfectly with the national standard for scientific integrity.
The university shows notable institutional resilience with a Z-score of -0.134, contrasting with the national average of 0.045. This indicates that while there is a moderate tendency towards self-citation within the country's research system, the university's internal control mechanisms appear to successfully mitigate this risk. This prudent approach to citation prevents the formation of scientific "echo chambers" and avoids the risk of endogamous impact inflation, ensuring its work is validated by the broader international community rather than primarily by internal dynamics.
A Z-score of 0.856 for publications in discontinued journals marks a moderate deviation from the national average of -0.024, indicating a greater institutional sensitivity to this risk. This is a critical alert regarding the due diligence applied in selecting dissemination channels. The score suggests that a portion of the university's scientific output is channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational harm and signaling an urgent need to improve information literacy to avoid association with "predatory" practices.
The institution maintains a prudent profile in authorship practices, with a Z-score of -1.109, which is more rigorous than the national standard of -0.721. This demonstrates a commendable commitment to managing authorship with greater control than its peers. The data suggests that the university effectively distinguishes between necessary large-scale collaboration and practices like honorary authorship, thereby ensuring that author lists accurately reflect meaningful contributions and maintaining individual accountability.
A significant monitoring alert is raised by the institution's Z-score of 0.544, a highly unusual level when compared to the national average of -0.809. This wide positive gap signals a potential sustainability risk, suggesting that the university's scientific prestige may be heavily dependent on collaborations where it does not exercise intellectual leadership. This requires a strategic review to determine if its high-impact metrics are the result of genuine internal capacity or a consequence of strategic positioning in partnerships where its role is secondary.
The university demonstrates a clear preventive isolation from national trends, with a Z-score of -1.413 in a country where the average is 0.425. This stark contrast indicates that the institution does not replicate the risk dynamics related to extreme publication volumes observed elsewhere in its environment. This strong performance suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer quantity, effectively avoiding the risks of coercive authorship or other practices that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, well below the national average of -0.010, the institution shows a low-profile consistency that aligns with best practices for scholarly communication. This near-absence of risk signals indicates a strong commitment to seeking external, independent peer review for its research. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy, thereby enhancing the global visibility and competitive validation of its scientific output.
The institution exhibits total operational silence in this area, with a Z-score of -1.186, which is even lower than the country's already minimal average of -0.515. This exceptional result indicates an absence of risk signals related to data fragmentation or "salami slicing." It points to a research culture that strongly values the publication of coherent, significant studies over practices designed to artificially inflate productivity metrics, thereby protecting the integrity of the scientific evidence base.
