| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.906 | -0.062 |
|
Retracted Output
|
-0.569 | -0.050 |
|
Institutional Self-Citation
|
-1.637 | 0.045 |
|
Discontinued Journals Output
|
2.138 | -0.024 |
|
Hyperauthored Output
|
-1.128 | -0.721 |
|
Leadership Impact Gap
|
-1.089 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Shijiazhuang University presents a robust scientific integrity profile, characterized by an overall score of -0.254 that reflects exceptional control over potential research risks. The institution demonstrates outstanding performance, with eight of the nine indicators registering at a very low risk level, a result that significantly surpasses national averages in several key areas. This strong foundation is particularly evident in its effective prevention of institutional self-citation and hyperprolific authorship, where the university stands apart from medium-risk trends observed across the country. The primary area for strategic attention is the medium-risk score in publications within discontinued journals, which represents the sole vulnerability in an otherwise exemplary integrity framework. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Pharmacology, Toxicology and Pharmaceutics, Engineering, Computer Science, and Mathematics. While a specific institutional mission was not available for this analysis, the demonstrated commitment to research integrity is fundamental to any pursuit of academic excellence and social responsibility. The identified risk in publication channel selection, however, could indirectly undermine these core values by associating the institution's quality research with low-prestige outlets. To achieve comprehensive excellence, it is recommended that the university focuses its governance efforts on strengthening due diligence and information literacy regarding publication venues, thereby aligning its operational practices with its already high standards of scientific integrity.
The institution's very low Z-score of -0.906, compared to the country's low score of -0.062, indicates a stable and transparent approach to academic collaboration. This alignment with the national standard shows that the university's practices are well within expected norms. While multiple affiliations can be legitimate, the absence of any disproportionate signals at Shijiazhuang University confirms that its collaborative patterns are healthy and effectively avoid any perception of strategic "affiliation shopping" designed to artificially inflate institutional credit.
With a very low Z-score of -0.569 in retracted publications, consistent with the low-risk national profile of -0.050, the institution demonstrates the effectiveness of its pre-publication quality control mechanisms. Retractions can sometimes signify responsible supervision through the correction of honest errors, but the near-absence of such events here suggests a deeper strength. This lack of risk signals indicates that the institutional culture successfully promotes methodological rigor, preventing the kind of systemic failures that can lead to recurring malpractice and damage to its integrity culture.
Shijiazhuang University demonstrates a remarkable degree of preventive isolation from national trends in this area. With a Z-score of -1.637 (very low risk), it stands in stark contrast to the national average of 0.045 (medium risk). This result signifies that the institution successfully avoids the scientific isolation of 'echo chambers' where work is validated without sufficient external scrutiny. By ensuring its academic influence is built on global community recognition rather than internal dynamics, the university mitigates the risk of endogamous impact inflation and reinforces the external credibility of its research lines.
This indicator represents a significant point of concern. The institution's Z-score of 2.138 (medium risk) shows a moderate deviation from the low-risk national standard (-0.024), suggesting a greater sensitivity to this particular risk factor. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and suggesting an urgent need to enhance information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution's very low Z-score of -1.128, which is even lower than the country's low-risk score of -0.721, demonstrates a consistent and responsible approach to authorship. This absence of risk signals, in line with the national standard, suggests that authorship practices at the institution are transparent and maintain individual accountability. The data indicates that the university effectively distinguishes between necessary massive collaboration, common in 'Big Science', and questionable 'honorary' authorship practices, thereby preserving the integrity of each contributor's role.
The institution exhibits total operational silence in this indicator, with a Z-score of -1.089 that is even more favorable than the already very low national average of -0.809. This highly positive result indicates that the impact of research led by the institution is strong and self-sufficient. It signals that the university's scientific prestige is built on genuine internal capacity and intellectual leadership, not on a dependency on external partners. This reflects a sustainable and structurally sound research ecosystem where excellence is generated from within, mitigating any risk of having an exogenous or dependent impact profile.
The university effectively isolates itself from a risk dynamic present at the national level. Its very low Z-score of -1.413 contrasts sharply with the country's medium-risk score of 0.425. This demonstrates a strong institutional culture that prioritizes the quality of the scientific record over sheer publication volume. The absence of authors with extreme publication volumes suggests that the university successfully mitigates risks such as coercive authorship or 'salami slicing,' ensuring that authorship is tied to meaningful intellectual contribution and that a healthy balance between quantity and quality is maintained.
With a very low Z-score of -0.268, the institution's practices align well with the low-risk national profile (-0.010). This indicates a healthy balance in the use of dissemination channels, avoiding over-reliance on its own journals, which can raise conflicts of interest. By primarily publishing in external, independent venues, the institution ensures its research undergoes standard competitive validation and bypasses the risk of academic endogamy. This approach enhances the global visibility and credibility of its scientific output, preventing the use of internal channels as potential 'fast tracks' to inflate publication counts.
The institution demonstrates an exemplary record in this area, showing total operational silence with a Z-score of -1.186, significantly below the country's very low-risk average of -0.515. This near-absence of redundant output indicates a strong commitment to publishing complete, coherent studies rather than engaging in 'salami slicing' to artificially inflate productivity. This practice upholds the integrity of the scientific evidence base and reflects a culture that values the generation of significant new knowledge over the distortion created by fragmenting data into minimal publishable units.
