| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.569 | -0.062 |
|
Retracted Output
|
-0.137 | -0.050 |
|
Institutional Self-Citation
|
-1.038 | 0.045 |
|
Discontinued Journals Output
|
1.658 | -0.024 |
|
Hyperauthored Output
|
-1.268 | -0.721 |
|
Leadership Impact Gap
|
-1.126 | -0.809 |
|
Hyperprolific Authors
|
0.435 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.756 | -0.515 |
Heilongjiang University of Chinese Medicine demonstrates a robust scientific integrity profile, reflected in an exceptionally low overall risk score of 0.041. The institution's primary strengths lie in its commitment to external validation and intellectual leadership, with very low risk signals in Institutional Self-Citation, the gap between internal and collaborative impact, and Hyper-Authored Output. These positive indicators suggest a culture that prioritizes substantive research over inflated metrics. This strong foundation supports its notable performance in key thematic areas identified by SCImago Institutions Rankings, including Medicine, Pharmacology, Toxicology and Pharmaceutics, and Agricultural and Biological Sciences. However, two areas require strategic attention: a medium-risk level for publications in discontinued journals and for hyperprolific authorship. While the institution's specific mission statement was not available for this analysis, these identified risks could potentially undermine the universal academic goals of excellence and social responsibility by associating the institution with low-quality publication channels and quantity-focused evaluation systems. A proactive approach, focusing on enhancing information literacy for journal selection and reviewing productivity incentives, will be crucial to mitigate these vulnerabilities and solidify its position as a benchmark for research integrity.
The institution presents a Z-score of -0.569, which is notably lower than the national average of -0.062. This prudent profile indicates that the institution manages its collaborative processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this low score confirms that the institution's collaborative framework is well-governed and does not present signals of strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting a transparent and well-defined approach to academic partnerships.
With a Z-score of -0.137, the institution's rate of retracted output is lower than the national average of -0.050. This demonstrates a prudent and effective approach to quality control, suggesting that its pre-publication review mechanisms are more rigorous than the national standard. Retractions can sometimes signify responsible supervision through the honest correction of errors. In this context, the institution's very low rate indicates that systemic failures in quality control are not a concern, and its integrity culture appears robust in preventing recurring malpractice or a lack of methodological rigor.
The institution exhibits a Z-score of -1.038, a stark contrast to the country's medium-risk average of 0.045. This significant difference demonstrates a preventive isolation, where the institution successfully avoids the risk dynamics prevalent in its national environment. A certain level of self-citation is natural, but the institution’s extremely low rate is a powerful indicator that it avoids scientific isolation or 'echo chambers.' This result suggests that the institution's academic influence is genuinely validated by the global community rather than being inflated by endogamous internal dynamics, reflecting a high degree of external scrutiny and recognition.
The institution's Z-score of 1.658 marks a moderate deviation from the national average of -0.024, indicating a greater sensitivity to this particular risk factor than its peers. This high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. The score suggests that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards. This exposes the institution to severe reputational risks and points to an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality practices.
The institution's Z-score of -1.268 is significantly lower than the national average of -0.721. This low-profile consistency, which is even more pronounced than the national standard, signals an exemplary approach to authorship. As the institution's research does not fall into 'Big Science' contexts where extensive author lists are common, this very low score indicates that practices such as author list inflation or 'honorary' authorships are not a concern. It reflects a culture of transparency and clear individual accountability in the assignment of credit for scientific contributions.
With a Z-score of -1.126, which is even lower than the country's already low average of -0.809, the institution shows a total absence of risk signals in this area. A negative gap is a sign of strength, indicating that the impact of research led by the institution is high and not dependent on external partners. This result strongly suggests that the institution's scientific prestige is structural and stems from genuine internal capacity and intellectual leadership, rather than being a byproduct of strategic positioning in collaborations where it plays a secondary role. This is a clear indicator of research sustainability and autonomy.
The institution's Z-score of 0.435 is nearly identical to the national average of 0.425, placing both at a medium-risk level. This alignment points to a systemic pattern, suggesting the institution's risk level reflects shared practices or academic pressures at a national level. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and can signal an imbalance between quantity and quality. This indicator serves as an alert to investigate potential risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is significantly lower than the national low-risk average of -0.010. This low-profile consistency demonstrates a strong commitment to external validation that exceeds the national standard. By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, enhancing its global visibility and confirming that internal channels are not used as 'fast tracks' to inflate publication records without standard competitive validation.
The institution shows a Z-score of -0.756, indicating a near-total absence of this risk practice and performing even better than the low national average of -0.515. This exceptionally low score is a strong positive signal. It suggests that researchers at the institution are focused on producing coherent, significant studies rather than artificially inflating productivity by dividing a single body of work into minimal publishable units. This commitment to publishing substantial new knowledge, rather than prioritizing volume, reflects a mature research culture that respects the scientific record and the peer-review system.
