| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.264 | -0.062 |
|
Retracted Output
|
0.352 | -0.050 |
|
Institutional Self-Citation
|
-1.117 | 0.045 |
|
Discontinued Journals Output
|
1.002 | -0.024 |
|
Hyperauthored Output
|
0.047 | -0.721 |
|
Leadership Impact Gap
|
0.156 | -0.809 |
|
Hyperprolific Authors
|
-0.889 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.982 | -0.515 |
Guangxi Medical University presents a balanced integrity profile, with an overall score of -0.031, reflecting a combination of significant strengths and specific areas requiring strategic attention. The institution demonstrates exceptional control over practices related to academic endogamy and productivity inflation, with very low risk levels in Institutional Self-Citation, Redundant Output (Salami Slicing), and Output in Institutional Journals. These strengths are complemented by a prudent management of hyperprolific authorship, which remains low despite a more pronounced national trend. However, this solid foundation is contrasted by medium-level alerts in Retracted Output, publication in Discontinued Journals, and Hyper-Authored Output, suggesting vulnerabilities in pre-publication quality control and authorship transparency. The most notable flag is the significant gap between the impact of its total output and that of its own-led research, which signals a potential dependency on external collaborations for prestige. These integrity metrics are contextualized by the university's strong research positioning, as evidenced by SCImago Institutions Rankings data, particularly in fields such as Dentistry, Medicine, Engineering, and Physics and Astronomy. While the institution's specific mission statement was not available for this analysis, the identified risks, especially those concerning retractions and impact sustainability, could challenge any commitment to achieving genuine research excellence and long-term social responsibility. A proactive approach to reinforcing quality assurance mechanisms and fostering independent research leadership will be crucial for aligning its operational practices with its clear thematic strengths.
The institution exhibits a Z-score of -1.264, a value significantly lower than the national average of -0.062. This demonstrates a commendable absence of risk signals related to affiliation strategies, positioning the university well within the national standard of low-risk behavior. While multiple affiliations can be a legitimate outcome of collaboration, the university's very low rate confirms that its institutional credit is not being artificially inflated through practices like “affiliation shopping,” reflecting a clear and transparent representation of its collaborative footprint.
With a Z-score of 0.352, the institution shows a moderate risk level that deviates from the low-risk national average of -0.050. This suggests the university is more exposed to the factors leading to retractions than its national peers. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. This Z-score indicates that quality control mechanisms prior to publication may be failing more frequently than elsewhere in the country, pointing to a possible need for a qualitative review of recurring malpractice or a lack of methodological rigor by management.
The institution's Z-score for this indicator is -1.117, marking a state of very low risk that contrasts sharply with the medium-risk national average of 0.045. This result indicates a successful preventive isolation, where the university does not replicate the risk dynamics of academic endogamy observed more broadly in its environment. A certain level of self-citation is natural, but the institution's extremely low rate demonstrates that its work is validated by robust external scrutiny, avoiding 'echo chambers' and ensuring its academic influence is driven by global community recognition rather than inflated by internal dynamics.
The university's Z-score of 1.002 places it in the medium-risk category, a moderate deviation from the country's low-risk average of -0.024. This indicates a greater institutional sensitivity 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 score suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to reputational risks and highlighting a need for improved information literacy to avoid 'predatory' practices.
The institution registers a Z-score of 0.047, a medium-risk signal that shows a moderate deviation from the low-risk national average of -0.721. This suggests the university is more prone to extensive author lists than its peers. While hyper-authorship is legitimate in 'Big Science', its appearance outside these contexts can indicate author list inflation, which dilutes individual accountability. This score serves as a signal to review authorship practices and distinguish between necessary massive collaboration and potentially 'honorary' or political attributions that compromise transparency.
A Z-score of 0.156 places the institution at a medium risk level, which constitutes a monitoring alert as it is an unusual signal compared to the very low-risk national standard of -0.809. This wide positive gap—where overall impact is higher than the impact of research led by the institution—signals a potential sustainability risk. The score suggests that the university's scientific prestige may be dependent and exogenous, not structural. This finding invites a deep reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
With a Z-score of -0.889, the institution maintains a low-risk profile, demonstrating notable resilience when compared to the medium-risk national average of 0.425. This suggests that the university's internal control mechanisms are effective in mitigating the systemic risks of extreme publication volumes seen elsewhere in the country. While high productivity can be legitimate, the university's low score indicates a healthy balance between quantity and quality, successfully avoiding risks such as coercive authorship or the assignment of credit without real participation, thereby protecting the integrity of its scientific record.
The institution records a Z-score of -0.268, a very low-risk value that is consistent with, and even improves upon, the low-risk national average of -0.010. This result points to a low-profile consistency, where the absence of risk signals aligns with the national standard. In-house journals can create conflicts of interest, but the university's minimal reliance on them demonstrates a strong commitment to independent external peer review. This practice avoids academic endogamy and ensures its scientific production undergoes standard competitive validation, enhancing its global visibility.
The institution achieves a Z-score of -0.982, an exceptionally low value that indicates a state of total operational silence on this risk front, performing even better than the country's already very low-risk average of -0.515. This near-absence of signals for redundant publication is a clear indicator of robust scientific practice. It suggests that the university's researchers prioritize the publication of significant, coherent studies over the artificial inflation of productivity through data fragmentation or 'salami slicing,' thereby contributing meaningful new knowledge and respecting the scientific review system.
