| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.965 | -0.062 |
|
Retracted Output
|
0.671 | -0.050 |
|
Institutional Self-Citation
|
-1.515 | 0.045 |
|
Discontinued Journals Output
|
0.590 | -0.024 |
|
Hyperauthored Output
|
-0.624 | -0.721 |
|
Leadership Impact Gap
|
0.617 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.935 | -0.515 |
Bengbu Medical College presents a balanced integrity profile, with an overall risk score of -0.068 indicating a performance that is generally aligned with global standards but marked by specific areas of both exceptional strength and notable vulnerability. The institution demonstrates outstanding control over practices such as institutional self-citation, hyperprolific authorship, and the use of institutional journals, effectively insulating itself from risks that are more prevalent at the national level. These strengths provide a solid foundation of scientific integrity. However, this is contrasted by medium-risk signals in the rates of retracted output, publication in discontinued journals, and a significant gap in the impact of its researcher-led output. The institution's key thematic strengths, as identified by SCImago Institutions Rankings data, lie in Pharmacology, Toxicology and Pharmaceutics; Engineering; Psychology; and Medicine. The identified vulnerabilities, particularly those related to publication quality control and strategic impact, could pose a threat to the institution's mission of achieving academic excellence and upholding its social responsibility, as they risk undermining the credibility and long-term sustainability of its research contributions. A strategic focus on mitigating these specific risks will be crucial for consolidating its reputation and leveraging its core academic strengths.
The institution exhibits a Z-score of -0.965, a value significantly lower than the national average of -0.062. This demonstrates a highly conservative and well-managed approach to author affiliations. The institution's near-total absence of risk signals in this area surpasses the already low-risk national standard, indicating robust governance. While multiple affiliations can be legitimate, the college's low rate ensures it avoids any perception of strategically inflating institutional credit or engaging in “affiliation shopping,” reinforcing a culture of clear and transparent academic contribution.
With a Z-score of 0.671, the institution shows a medium-risk level that moderately deviates from the low-risk national average of -0.050. This discrepancy suggests the institution is more exposed to the factors leading to retractions than its national peers. Retractions are complex, but a rate significantly higher than the norm serves as an alert that pre-publication quality control mechanisms may be failing systemically. This vulnerability in the institution's integrity culture could indicate recurring methodological issues or a lack of rigorous supervision, warranting immediate qualitative verification by management to safeguard its scientific reputation.
The institution's Z-score of -1.515 is in the very low-risk category, starkly contrasting with the medium-risk national average of 0.045. This result signals a successful preventive isolation, where the college does not replicate the risk dynamics observed in its environment. A certain level of self-citation is normal, but the institution's exceptionally low rate demonstrates that it effectively avoids creating scientific 'echo chambers.' This confirms that its academic influence is built on external validation and recognition from the global community, rather than being inflated by endogamous or internal dynamics.
The institution's Z-score of 0.590 places it in the medium-risk category, a notable deviation from the low-risk national average of -0.024. This indicates a greater sensitivity to risk factors in publication venue selection compared to its peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence. This Z-score suggests that a portion of the institution's scientific output is channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and signaling an urgent need to improve information literacy to prevent the waste of resources on 'predatory' or low-quality publishing practices.
With a Z-score of -0.624, the institution maintains a low-risk profile, which is statistically normal for its context and similar to the national average of -0.721. However, the slightly higher institutional score points to an incipient vulnerability that warrants review. While extensive author lists are legitimate in 'Big Science,' this signal, even if minor, suggests a need to ensure that authorship practices remain transparent and accountable across all disciplines. Monitoring this indicator will help distinguish between necessary massive collaboration and the potential emergence of 'honorary' or political authorship practices before they escalate.
The institution presents a Z-score of 0.617, a medium-risk level that constitutes a monitoring alert, as it is an unusual pattern compared to the very low-risk national standard of -0.809. This wide positive gap—where overall impact is significantly higher than the impact of research led by the institution—signals a potential sustainability risk. It suggests that the institution's scientific prestige may be dependent and exogenous, rather than built upon its own structural capacity. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capabilities or from positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is in the very low-risk category, demonstrating a clear preventive isolation from the medium-risk trend observed at the national level (0.425). This exceptional result indicates a healthy balance between productivity and quality. By avoiding extreme individual publication volumes, the institution effectively mitigates risks such as coercive authorship, data fragmentation, or the assignment of authorship without meaningful participation. This commitment to prioritizing the integrity of the scientific record over sheer volume is a significant institutional strength.
With a Z-score of -0.268, the institution shows a very low-risk profile, improving upon the already low-risk national average of -0.010. This low-profile consistency reflects a strong commitment to external validation. By minimizing its dependence on in-house journals, the institution avoids potential conflicts of interest where it would act as both judge and party. This practice prevents academic endogamy, ensures its scientific production undergoes independent external peer review, and reinforces that its internal channels are not used as 'fast tracks' to inflate publication records without standard competitive validation.
The institution achieves a Z-score of -0.935, indicating a complete operational silence on this risk indicator and performing even better than the very low-risk national average of -0.515. This absence of signals related to bibliographic overlap is a testament to the robustness of its research practices. It strongly suggests that the institution's authors are focused on producing significant new knowledge rather than artificially inflating productivity by dividing studies into 'minimal publishable units.' This practice upholds the integrity of the scientific evidence base and avoids overburdening the peer-review system.