| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.346 | -0.062 |
|
Retracted Output
|
-0.249 | -0.050 |
|
Institutional Self-Citation
|
-1.273 | 0.045 |
|
Discontinued Journals Output
|
0.932 | -0.024 |
|
Hyperauthored Output
|
-1.309 | -0.721 |
|
Leadership Impact Gap
|
1.286 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
The Chinese Peoples Public Security University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.315. This score indicates a performance significantly stronger than the global average, characterized by a notable absence of risk signals across the majority of indicators. The institution's primary strengths lie in its exceptionally low rates of institutional self-citation, hyper-authorship, hyperprolific authors, and redundant publications, suggesting a deeply embedded culture of ethical research practice and strong internal governance. However, areas requiring strategic attention have been identified, specifically a moderate risk associated with publishing in discontinued journals and a significant gap between the impact of its total output and that of its internally-led research. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Computer Science, Engineering, Physics and Astronomy, and Social Sciences. While the institution's specific mission statement was not available for this analysis, the prevailing low-risk environment strongly aligns with the universal academic principles of excellence and social responsibility. Nevertheless, the identified vulnerabilities in publication strategy and impact dependency could, if unaddressed, subtly undermine this foundation. A proactive approach to enhancing researcher literacy on publication venues and fostering greater intellectual leadership in collaborations will be crucial to ensuring the university's long-term reputational integrity and the sustainability of its scientific impact.
The institution exhibits a Z-score of -1.346, indicating a very low incidence of multiple affiliations, which contrasts with the national average of -0.062. This demonstrates a clear and consistent operational profile where the absence of risk signals aligns perfectly with the national standard. The data suggests that the university's affiliation practices are transparent and well-managed, avoiding patterns that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." This result reflects a stable and straightforward collaborative ecosystem.
With a Z-score of -0.249, the institution shows a lower rate of retracted publications compared to the national average of -0.050. This prudent profile suggests that the university's internal quality control and supervision mechanisms are more rigorous than the national standard. Retractions can be complex, but a lower-than-average rate points towards effective pre-publication review processes that successfully identify and correct potential errors, thereby preventing systemic failures in methodological rigor or research integrity that could otherwise lead to post-publication withdrawals.
The institution's Z-score for self-citation is -1.273, a value that signals a state of preventive isolation from the risk dynamics observed nationally, where the average is 0.045. This exceptionally low rate indicates that the university's research is validated predominantly by the broader international scientific community rather than through internal "echo chambers." This strong external focus mitigates any risk of endogamous impact inflation, confirming that the institution's academic influence is built on global recognition, not on internal citation dynamics.
The university's Z-score of 0.932 for publications in discontinued journals represents a moderate deviation from the national average of -0.024. This suggests the institution is more sensitive than its national peers to the risk of publishing in questionable venues. A high proportion of publications in such journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a portion of the university's scientific production 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 for information literacy to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.309, far below the national average of -0.721, the institution shows a very low rate of hyper-authored publications. This low-profile consistency with the national context, which already shows minimal risk, indicates that the university's authorship practices are well-calibrated. The data suggests a clear distinction between necessary large-scale collaboration and potential author list inflation, reinforcing a culture of transparency and accountability where authorship is likely tied to significant intellectual contribution rather than 'honorary' or political considerations.
The institution presents a Z-score of 1.286 in the gap between its total impact and the impact of its self-led research, a figure that stands out as a monitoring alert against the national average of -0.809. This unusually high value for the national standard requires a review of its causes. A very wide positive gap, where global impact is high but the impact of research led by the institution itself is low, signals a sustainability risk. It suggests that scientific prestige may be dependent and exogenous, inviting reflection on whether excellence metrics result from real internal capacity or 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, especially when compared to the national average of 0.425. This demonstrates a pattern of preventive isolation, where the university effectively avoids the risk dynamics present in its national environment. This result indicates a healthy balance between productivity and quality, suggesting that the institutional culture does not encourage practices like coercive authorship or authorship assignment without real participation. Instead, it prioritizes the integrity of the scientific record over the inflation of quantitative metrics.
With a Z-score of -0.268, the institution maintains a very low rate of publication in its own journals, well below the national average of -0.010. This low-profile consistency demonstrates a commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent, external peer review, reinforcing the credibility and competitiveness of its research on an international stage.
The institution demonstrates total operational silence regarding redundant publications, with a Z-score of -1.186, which is significantly lower than the already low national average of -0.515. This exceptional result indicates an absence of risk signals even below the national baseline, pointing to a robust culture of scientific communication that prioritizes substance over volume. The lack of signals related to 'salami slicing' suggests that researchers are focused on presenting coherent, significant contributions rather than artificially inflating their productivity, thereby strengthening the reliability of the institution's scientific record.