| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.224 | -0.062 |
|
Retracted Output
|
-0.653 | -0.050 |
|
Institutional Self-Citation
|
-0.434 | 0.045 |
|
Discontinued Journals Output
|
0.255 | -0.024 |
|
Hyperauthored Output
|
-1.277 | -0.721 |
|
Leadership Impact Gap
|
1.187 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
1.049 | -0.515 |
Liupanshui Normal University presents a balanced integrity profile, with an overall score of -0.064 reflecting a combination of significant strengths and specific areas requiring strategic attention. The institution demonstrates exceptional performance in maintaining low-risk levels for Retracted Output, Hyper-Authored Output, and Hyperprolific Authors, indicating a robust culture of quality control and responsible authorship. Furthermore, it shows commendable resilience by mitigating the national trend of high Institutional Self-Citation. However, this positive foundation is contrasted by medium-risk alerts in four key areas: Rate of Multiple Affiliations, Rate of Redundant Output, Output in Discontinued Journals, and a notable gap between its overall research impact and the impact of its institution-led output. These vulnerabilities, particularly those concerning publication strategies and collaboration dependency, could undermine the credibility of its research. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Environmental Science, Physics and Astronomy, Earth and Planetary Sciences, and Chemistry. To safeguard and enhance its reputation in these fields, it is crucial to address these integrity risks, as practices like 'salami slicing' or publishing in low-quality journals directly contradict the principles of scientific excellence and social responsibility inherent in any academic mission. By leveraging its existing strengths in research governance, the university can develop targeted policies to address these challenges, ensuring its scientific contributions are both impactful and unimpeachably sound.
The institution's Z-score of 2.224 indicates a moderate deviation from the national standard, where the Z-score is -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 university's significantly higher rate compared to the low-risk national context warrants a closer look. It is important to verify that these affiliations stem from genuine, productive collaborations rather than strategic attempts to inflate institutional credit or engage in “affiliation shopping,” which could dilute the university's distinct academic identity.
With a Z-score of -0.653, the institution demonstrates a very low rate of retracted publications, a positive signal that aligns with the low-risk national standard (Z-score: -0.050). This low-profile consistency suggests that the university's quality control and supervision mechanisms prior to publication are functioning effectively. The absence of significant risk signals in this area is a testament to a healthy integrity culture, where potential errors are likely addressed before they escalate, reinforcing the reliability of its scientific record.
The university exhibits institutional resilience with a low-risk Z-score of -0.434, effectively mitigating the systemic risks observed at the national level, which has a medium-risk Z-score of 0.045. This performance indicates that the institution's control mechanisms are successful in preventing the kind of scientific isolation or 'echo chambers' that can arise from excessive self-validation. By maintaining a low rate of self-citation, the university ensures its academic influence is validated by the broader global community rather than being artificially inflated by internal dynamics, fostering a culture of external engagement and scrutiny.
The institution's Z-score of 0.255 represents a moderate deviation from the national context, which has a low-risk Z-score of -0.024. This discrepancy highlights that the university is more sensitive than its peers to the risk of publishing in questionable outlets. A medium-risk score is a critical alert regarding due diligence in selecting dissemination channels, as it indicates that a portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for improved information literacy among researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.277, the institution maintains a very low-risk profile for hyper-authorship, which is consistent with the low-risk national environment (Z-score: -0.721). This absence of risk signals indicates a healthy and transparent approach to authorship. It suggests that, across the institution, author lists accurately reflect meaningful intellectual contributions, effectively avoiding the dilution of individual accountability that can occur with 'honorary' or political authorship practices.
The institution's Z-score of 1.187 constitutes a monitoring alert, as this medium-risk level is highly unusual when compared to the very low-risk national standard (Z-score: -0.809). This wide positive gap requires a review of its causes, as it signals a potential sustainability risk. The data suggests that the university's overall scientific prestige may be significantly dependent on external partners, with research led by its own authors having a comparatively low impact. This invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from positioning itself in collaborations where it does not exercise primary intellectual leadership.
The university demonstrates preventive isolation from national risk trends, with a very low Z-score of -1.413 in an environment where the national Z-score is 0.425 (medium risk). This result indicates that the institution does not replicate the risk dynamics related to extreme publication volumes observed elsewhere in the country. This strong internal governance suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer quantity, successfully avoiding the potential for imbalances that can lead to coercive authorship or other practices that compromise the integrity of the scientific record.
With a Z-score of -0.268, the institution's very low rate of publication in its own journals is a positive signal that aligns with the low-risk national standard (Z-score: -0.010). This low-profile consistency demonstrates a commitment to academic openness and external validation. By primarily choosing external dissemination channels, the university ensures its scientific production bypasses potential conflicts of interest and undergoes independent peer review, which is essential for building global visibility and avoiding the risk of academic endogamy.
The institution's Z-score of 1.049 is a monitoring alert, indicating a medium-risk level that is anomalous within a national context of very low risk (Z-score: -0.515). This unusual signal requires a review of internal publication practices. A high value in this indicator warns of a potential tendency to divide coherent studies into 'minimal publishable units' to artificially inflate productivity metrics. This practice of 'salami slicing' not only overburdens the peer-review system but also distorts the available scientific evidence, prioritizing volume over the generation of significant new knowledge.