| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.924 | -0.062 |
|
Retracted Output
|
-0.127 | -0.050 |
|
Institutional Self-Citation
|
-1.562 | 0.045 |
|
Discontinued Journals Output
|
0.950 | -0.024 |
|
Hyperauthored Output
|
-1.294 | -0.721 |
|
Leadership Impact Gap
|
-1.207 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Sichuan University of Arts and Science demonstrates a robust scientific integrity profile, reflected in an overall score of -0.186. The institution exhibits exceptional strengths and a very low-risk profile across a majority of indicators, particularly in areas concerning citation practices, authorship transparency, and the originality of its output. These strengths include an extremely low Rate of Institutional Self-Citation, a near-zero incidence of Hyperprolific Authors, and a healthy balance between collaborative impact and internal leadership. However, this strong foundation is contrasted by two specific areas of medium risk: the Rate of Multiple Affiliations and the Rate of Output in Discontinued Journals, which deviate from the lower-risk national trends. According to SCImago Institutions Rankings data, the university has notable scientific activity in Chemistry. While the institution's specific mission was not available for this analysis, the identified vulnerabilities could potentially undermine core values of academic excellence and social responsibility by creating reputational risks. To build upon its solid integrity framework, it is recommended that the institution conduct a targeted review of its affiliation and publication channel selection policies, ensuring these practices align with its otherwise exemplary standards of research conduct.
The institution presents a Z-score of 0.924, which contrasts with the national average of -0.062. This moderate deviation indicates 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, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The observed value suggests a need to review the nature of these affiliations to ensure they represent substantive collaborations rather than a pattern aimed at leveraging institutional rankings.
With a Z-score of -0.127, the institution demonstrates a more prudent profile in managing post-publication corrections compared to the national average of -0.050. This indicates that the university's quality control mechanisms are performing with slightly more rigor than the national standard. Retractions are complex events, and a low rate suggests that when they occur, they are more likely the result of honest correction of unintentional errors, signifying responsible supervision, rather than an indicator of systemic failure in pre-publication quality checks.
The institution's Z-score of -1.562 marks a significant and positive divergence from the national average of 0.045. This result demonstrates a form of preventive isolation, where the university does not replicate the risk dynamics of academic endogamy observed at the national level. A certain level of self-citation is natural, but the institution’s exceptionally low rate signals a strong integration into the global scientific conversation and an absence of 'echo chambers.' This suggests that the institution's academic influence is validated by broad external scrutiny rather than being inflated by internal dynamics.
The university's Z-score of 0.950 represents a moderate deviation from the national average of -0.024, highlighting an area of concern. This score indicates that the institution is more exposed to the risks associated with publishing in low-quality or defunct journals than its peers. A high proportion of output in such venues constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid channeling valuable scientific work through media that do not meet international ethical or quality standards.
With a Z-score of -1.294, the institution shows an absence of risk signals in this area, a finding that is consistent with the low-risk national environment (Z-score of -0.721). This low-profile consistency suggests that authorship practices at the institution are well-managed and transparent. The data indicates a healthy alignment with disciplinary norms, successfully distinguishing between necessary massive collaboration and questionable practices like 'honorary' or political authorship, thereby reinforcing individual accountability.
The institution's Z-score of -1.207 is exceptionally low, indicating total operational silence on this risk metric and performing even better than the national average of -0.809. This score signals a robust and sustainable research ecosystem where scientific prestige is not overly dependent on external partners. The minimal gap suggests that the excellence metrics observed result from genuine internal capacity and that the institution exercises significant intellectual leadership in its collaborations, a key indicator of a mature and self-sufficient research program.
The institution's Z-score of -1.413 is in stark contrast to the national average of 0.425, indicating a successful preventive isolation from a risk dynamic present in its environment. While the national context shows signals of hyperprolificacy, the university shows no evidence of authors with extreme publication volumes. This points to a healthy institutional culture that prioritizes quality over quantity, effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, and ensuring 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 consistent with the low-risk national standard (Z-score of -0.010). This absence of risk signals demonstrates a commitment to external validation and global visibility. By avoiding excessive dependence on in-house journals, the institution effectively sidesteps potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review and competes on a global stage rather than using internal channels as 'fast tracks' for publication.
The institution's Z-score of -1.186 signifies total operational silence regarding this risk, placing it in an even stronger position than the already low-risk national average of -0.515. This exceptionally low value indicates a robust institutional policy against the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. It suggests a research culture that values the communication of significant, complete findings over the maximization of publication metrics, thereby protecting the integrity of the scientific evidence base.