| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.426 | -0.062 |
|
Retracted Output
|
1.122 | -0.050 |
|
Institutional Self-Citation
|
-1.347 | 0.045 |
|
Discontinued Journals Output
|
5.271 | -0.024 |
|
Hyperauthored Output
|
-1.256 | -0.721 |
|
Leadership Impact Gap
|
1.836 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
4.323 | -0.515 |
Weinan Normal University presents a highly polarized scientific integrity profile, with an overall risk score of 1.543. The institution demonstrates commendable strengths and robust governance in several key areas, including exceptionally low rates of Institutional Self-Citation, Hyper-Authored Output, and Hyperprolific Authorship, indicating a culture that values external validation and proper credit attribution. However, these strengths are critically undermined by significant risk signals in other domains. Alarming rates of Retracted Output, publication in Discontinued Journals, and Redundant Output (Salami Slicing) point to systemic vulnerabilities in quality control and publication ethics. According to SCImago Institutions Rankings data, the university's most prominent research areas include Energy, Computer Science, and Chemistry. The identified integrity risks directly threaten the credibility and long-term impact of these and other fields, challenging the universal academic mission of pursuing excellence and social responsibility through rigorous and trustworthy research. To secure its reputation and the value of its scientific contributions, it is recommended that the university leverage its demonstrated capacity for good governance to implement a targeted strategy focused on enhancing pre-publication review, promoting ethical dissemination practices, and realigning research incentives with quality over quantity.
The institution's Z-score of 1.426 for multiple affiliations indicates a moderate deviation from the national standard, where the average Z-score is -0.062. This suggests the university shows a greater sensitivity to this particular risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the elevated rate here warrants a review to ensure these practices are driven by genuine collaboration rather than strategic attempts to inflate institutional credit through “affiliation shopping,” a dynamic not prevalent in the broader national context.
A Z-score of 1.122 for retracted output creates a severe discrepancy when compared to the low-risk national average of -0.050. This atypical level of risk activity is a strong indicator that institutional quality control mechanisms prior to publication may be failing systemically. Retractions are complex events, but a rate significantly higher than the national standard alerts to a vulnerability in the institution's integrity culture. This suggests possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the university's scientific reputation.
With a Z-score of -1.347, the institution demonstrates an exceptionally low rate of self-citation, which contrasts sharply with the medium-risk national average of 0.045. This result signifies a successful preventive isolation, where the center avoids the risk dynamics observed in its environment. A certain level of self-citation is natural, but this very low value is a positive signal of strong integration into the global scientific community. It indicates that the institution's work is validated by external scrutiny, effectively preventing the formation of 'echo chambers' and ensuring its academic influence is not inflated by endogamous dynamics.
The institution's Z-score of 5.271 for publications in discontinued journals marks a severe and deeply concerning discrepancy from the national average of -0.024. This risk activity is highly atypical and constitutes a critical alert regarding due diligence in selecting dissemination channels. A high proportion of scientific production channeled through media that do not meet international ethical or quality standards exposes the institution to severe reputational risks. This finding suggests an urgent need for enhanced information literacy and training for researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The institution's Z-score of -1.256 for hyper-authored output is very low, showing a low-profile consistency that aligns with the national standard (Z-score -0.721). This absence of risk signals is a positive finding. It indicates that authorship practices are well-governed and transparent, successfully avoiding the potential for author list inflation or the inclusion of 'honorary' authors. This helps ensure that individual accountability is maintained and credit is assigned based on meaningful intellectual contribution.
The institution exhibits a Z-score of 1.836 in its impact gap, a result that triggers a monitoring alert as it is an unusually high risk level for the national standard, which sits at a very low -0.809. This wide positive gap, where overall impact is significantly higher than the impact of research led by the institution itself, signals a potential sustainability risk. A high value suggests that scientific prestige may be dependent and exogenous, not structural. This invites reflection on whether excellence metrics result from real internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership.
The institution's Z-score of -1.413 for hyperprolific authors is exceptionally low, particularly when compared to the medium-risk national average of 0.425. This demonstrates a clear preventive isolation, whereby the institution does not replicate the risk dynamics present in its national environment. This data suggests a healthy institutional balance between productivity and quality, effectively mitigating the risks of coercive authorship or assigning credit without real participation, thus safeguarding the integrity of its scientific record.
With a Z-score of -0.268, the institution shows a very low rate of publication in its own journals, a figure that demonstrates low-profile consistency with the national context (Z-score -0.010). This absence of risk signals is a positive indicator of institutional policy. It suggests a commitment to independent, external peer review, which helps avoid potential conflicts of interest and academic endogamy. By prioritizing global validation channels, the institution enhances the visibility and credibility of its research output.
The institution's Z-score of 4.323 for redundant output represents a critical anomaly, positioning it as an absolute outlier within a national environment that shows very low risk (Z-score -0.515). An urgent process audit is required. This extremely high value is a strong alert for the practice of 'salami slicing,' where a coherent study is fragmented into minimal publishable units to artificially inflate productivity metrics. This dynamic not only distorts the available scientific evidence but also overburdens the peer review system, prioritizing volume over the generation of significant new knowledge.