| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.380 | -0.062 |
|
Retracted Output
|
-0.409 | -0.050 |
|
Institutional Self-Citation
|
-0.398 | 0.045 |
|
Discontinued Journals Output
|
0.774 | -0.024 |
|
Hyperauthored Output
|
-1.248 | -0.721 |
|
Leadership Impact Gap
|
-0.869 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.165 | -0.515 |
Changchun Normal University presents a robust scientific integrity profile, with an overall risk score of -0.216 that indicates a performance generally aligned with sound research practices, albeit with specific areas requiring strategic attention. The institution demonstrates exceptional strength in maintaining low-risk levels for indicators related to authorial conduct and post-publication quality control, including a near-zero incidence of retracted output, hyper-prolific authorship, and hyper-authored publications. These strengths are foundational to its academic reputation. However, moderate risks have been identified in the areas of multiple affiliations, redundant output, and publication in discontinued journals, which warrant a review of institutional guidelines. According to SCImago Institutions Rankings data, the university's key thematic strengths lie in Computer Science, Environmental Science, Psychology, and Agricultural and Biological Sciences. While the institution's specific mission was not available for this analysis, the identified risks—particularly those related to publication channel selection and data fragmentation—could potentially undermine any mission centered on achieving research excellence and social responsibility. By proactively addressing these vulnerabilities, Changchun Normal University can further solidify its position as a reliable and high-integrity academic institution, ensuring its contributions are both impactful and ethically sound.
The institution registers a Z-score of 0.380, which contrasts with the national average of -0.062. This moderate deviation suggests the university shows a greater sensitivity to this risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the higher-than-average rate at the institution warrants a closer look. It is important to ensure that these affiliations reflect genuine collaborative contributions rather than strategic attempts to inflate institutional credit or "affiliation shopping," a practice that appears less common across the country.
With a Z-score of -0.409, the institution demonstrates an exceptionally low rate of retracted publications, which is fully consistent with the low-risk national environment (Z-score: -0.050). This absence of risk signals points to highly effective quality control mechanisms prior to publication. Retractions can sometimes signify responsible supervision through the correction of honest errors, but a near-zero rate, as seen here, strongly suggests that systemic failures, potential malpractice, or a lack of methodological rigor are being successfully prevented, reflecting a robust culture of integrity.
The institution shows a low rate of self-citation (Z-score: -0.398), demonstrating notable resilience when compared to the moderate risk level observed nationally (Z-score: 0.045). This indicates that the university's control mechanisms are effectively mitigating a systemic risk present in its environment. A certain level of self-citation is natural, but the institution successfully avoids the disproportionately high rates that can signal scientific isolation or 'echo chambers.' This prudent approach prevents endogamous impact inflation and ensures its academic influence is validated by the global community, not just internal dynamics.
The university's Z-score of 0.774 for this indicator represents a moderate deviation from the national standard, which sits at a low-risk Z-score of -0.024. This suggests the institution is more sensitive than its peers to the risk of publishing in questionable venues. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern indicates that a portion of its scientific production may be channeled through media that do not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for improved information literacy to avoid predatory practices.
The institution's Z-score of -1.248 is exceptionally low, aligning well with the low-risk national context (Z-score: -0.721). This near-absence of hyper-authored publications indicates that authorship practices are transparent and individual accountability is maintained. While extensive author lists are legitimate in "Big Science" fields, this result confirms that the institution is effectively preventing author list inflation or the use of 'honorary' authorships in other disciplines, reinforcing a culture where credit is assigned based on meaningful contribution.
With a Z-score of -0.869, the institution demonstrates a near-total absence of risk signals in this area, performing even better than the already strong national average of -0.809. This operational silence indicates a high degree of scientific autonomy and sustainability. The minimal gap suggests that the institution's scientific prestige is structural and derived from its own internal capacity, as the research it leads is just as impactful as its collaborative work. This is a clear sign of robust intellectual leadership, where excellence is generated from within rather than being dependent on external partners.
The institution exhibits a state of preventive isolation with a Z-score of -1.413, in stark contrast to the medium-risk dynamic observed at the national level (Z-score: 0.425). This means the university does not replicate the risk of hyperprolific authorship that is present in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution. The institution's near-zero incidence of this behavior suggests a strong focus on quality over quantity, effectively preventing potential imbalances and discouraging practices like coercive authorship or assigning credit without real participation.
The institution's very low Z-score of -0.268 is consistent with the low-risk national standard (Z-score: -0.010), indicating a healthy and outward-looking publication strategy. By not relying excessively on its own journals, the university avoids potential conflicts of interest where it would act as both judge and party. This commitment to external peer review prevents academic endogamy and ensures its scientific production is validated through standard competitive channels, thereby maximizing its global visibility and credibility rather than using internal journals as 'fast tracks' to inflate publication counts.
A monitoring alert is triggered for this indicator, as the institution's medium-risk Z-score of 0.165 is highly unusual when compared to the very low-risk national standard (Z-score: -0.515). This discrepancy requires a review of its causes. A high value in this area alerts to the potential practice of dividing a coherent study into 'minimal publishable units' to artificially inflate productivity, also known as 'salami slicing.' This behavior, uncharacteristic of the national environment, suggests a need to examine internal evaluation policies to ensure they prioritize significant new knowledge over sheer publication volume.
