| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.701 | -0.062 |
|
Retracted Output
|
0.371 | -0.050 |
|
Institutional Self-Citation
|
0.122 | 0.045 |
|
Discontinued Journals Output
|
0.299 | -0.024 |
|
Hyperauthored Output
|
-1.215 | -0.721 |
|
Leadership Impact Gap
|
-1.738 | -0.809 |
|
Hyperprolific Authors
|
-0.297 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.053 | -0.515 |
Anhui Jianzhu University presents a robust scientific integrity profile, reflected in its low overall risk score of 0.040. The institution demonstrates exceptional strengths in areas of internal governance, showing virtually no risk signals related to hyper-authorship, dependency on external leadership for impact, or the use of institutional journals. These results point to a mature research culture with strong intellectual autonomy and well-managed authorship practices. However, a cluster of medium-risk indicators requires strategic attention, specifically concerning the rates of multiple affiliations, retracted output, institutional self-citation, and publication in discontinued journals, where the university deviates from the lower-risk national trends. The institution's research capacity is notable, as evidenced by its SCImago Institutions Rankings, particularly in disciplines such as Physics and Astronomy, Mathematics, and Environmental Science. While the specific institutional mission was not available for this analysis, the identified vulnerabilities could challenge the universal academic principles of excellence and social responsibility. A proactive approach to enhancing transparency in affiliations, reinforcing pre-publication quality controls, and promoting diverse external validation is essential to uphold these core values. Overall, the university is in a strong position; by addressing these specific areas of moderate risk, it can further solidify its scientific reputation and ensure its research practices are fully aligned with global standards of integrity.
The institution's Z-score of 0.701 contrasts with the national average of -0.062. This moderate deviation suggests the center is more sensitive to risk factors related to affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this heightened rate warrants a review to ensure practices are driven by genuine collaboration rather than strategic attempts to inflate institutional credit or “affiliation shopping,” which could compromise transparency.
With a Z-score of 0.371 compared to the country's -0.050, the institution displays a greater propensity for this risk indicator than the national standard. This suggests that its quality control mechanisms prior to publication may be facing challenges not seen elsewhere in the country. A rate significantly higher than the global average alerts to a vulnerability in the institution's integrity culture, indicating that possible recurring malpractice or a lack of methodological rigor may be present and requires immediate qualitative verification by management.
The institution's Z-score of 0.122 is notably higher than the national average of 0.045. This indicates a high exposure to this risk, suggesting the center is more prone to showing alert signals than its environment average. A certain level of self-citation is natural and reflects the continuity of established research lines, but this disproportionately high rate can signal concerning scientific isolation or 'echo chambers.' It warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than global community recognition.
The institution's Z-score of 0.299 marks a clear deviation from the national average of -0.024. This indicates a greater sensitivity to the risk of publishing in unreliable venues compared to its peers. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do 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.
The institution's Z-score of -1.215 demonstrates an absence of risk signals in this area, a finding consistent with the low-risk national environment (Z-score: -0.721). This alignment with the national standard indicates that authorship practices are well-managed and avoid the kind of author list inflation that can dilute individual accountability and transparency. The data suggests that collaborations are appropriate for the disciplines involved, distinguishing them from 'honorary' or political authorship practices.
With an exceptionally low Z-score of -1.738, the institution shows a complete absence of risk signals, performing even better than the already strong national average of -0.809. This total operational silence indicates that the impact of its research is driven by studies where it holds intellectual leadership. This result points to a high degree of scientific maturity and structural prestige that is not dependent on external partners, reflecting real internal capacity and sustainable excellence.
The institution's Z-score of -0.297 is significantly lower than the national average of 0.425. This demonstrates considerable institutional resilience, as its control mechanisms appear to successfully mitigate a systemic risk that is more prevalent across the country. By maintaining low rates of hyperprolific authors, the institution avoids potential imbalances between quantity and quality and guards against risks such as coercive authorship or the assignment of authorship without real participation, thereby protecting the integrity of its scientific record.
The institution's Z-score of -0.268 reflects a clear absence of risk, a profile that is consistent with the low-risk national standard (Z-score: -0.010). This alignment demonstrates a strong commitment to avoiding academic endogamy. By not depending on in-house journals, the institution ensures its scientific production undergoes independent external peer review, mitigating potential conflicts of interest and avoiding the use of internal channels as 'fast tracks' to inflate CVs without standard competitive validation.
The institution's Z-score of -0.053 indicates a slight divergence from the national context, where this risk is virtually non-existent (Z-score: -0.515). This suggests the emergence of minor signals of risk activity that do not appear in the rest of the country. While the level is low, this presence of bibliographic overlap between publications could be an early indicator of data fragmentation or 'salami slicing' practices designed to artificially inflate productivity, a trend that warrants monitoring to ensure the focus remains on significant new knowledge.
