| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.784 | -0.062 |
|
Retracted Output
|
0.493 | -0.050 |
|
Institutional Self-Citation
|
-1.176 | 0.045 |
|
Discontinued Journals Output
|
0.701 | -0.024 |
|
Hyperauthored Output
|
-0.381 | -0.721 |
|
Leadership Impact Gap
|
-0.597 | -0.809 |
|
Hyperprolific Authors
|
-1.333 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.865 | -0.515 |
Ningxia Medical University presents a balanced integrity profile, with an overall risk score of -0.102 that indicates general alignment with national standards while also highlighting specific areas for strategic improvement. The institution's primary strengths lie in its robust defense against academic endogamy and artificial productivity, demonstrating exceptionally low rates of Institutional Self-Citation, Hyperprolific Authors, and Redundant Output. These results suggest a culture that prioritizes external validation and substantive research contributions. However, this positive profile is contrasted by medium-risk signals in the Rate of Retracted Output and the Rate of Output in Discontinued Journals, pointing to vulnerabilities in pre-publication quality control and the selection of dissemination channels. According to SCImago Institutions Rankings data, the university has established significant national standing in key thematic areas, including Dentistry, Pharmacology, Toxicology and Pharmaceutics, and Chemistry. The identified integrity risks, particularly those related to publication quality and venue selection, could undermine the credibility and long-term impact of this specialized research, contradicting the universal academic mission of pursuing excellence and social responsibility. By strategically addressing these vulnerabilities, Ningxia Medical University can safeguard its reputation and ensure its notable scientific contributions are built upon a foundation of unimpeachable integrity.
The institution exhibits a Z-score of -0.784, which is notably lower than the national average of -0.062. This indicates that the university manages its affiliation processes with more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this prudent profile suggests that the institution has effective mechanisms in place to prevent strategic attempts to inflate institutional credit or engage in “affiliation shopping,” maintaining a clear and transparent representation of its collaborative footprint.
With a Z-score of 0.493, the institution shows a medium-risk signal that moderately deviates from the low-risk national average of -0.050. This suggests a greater sensitivity to factors leading to retractions compared to 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 suggests that quality control mechanisms prior to publication may be failing more frequently than expected, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect the university's scientific reputation.
The institution demonstrates an exceptionally low Z-score of -1.176, positioning it as a clear positive outlier against a national context that shows a medium-risk tendency (Z-score: 0.045). This result signifies a form of preventive isolation, where the university does not replicate the risk dynamics of academic insularity observed elsewhere in the country. A certain level of self-citation is natural, but this very low rate confirms that the institution avoids 'echo chambers' and concerning scientific isolation. It strongly suggests that the institution's academic influence is validated by the global community's recognition rather than being inflated by internal dynamics.
The university's Z-score of 0.701 represents a medium-risk signal, indicating a moderate deviation from the low-risk national average of -0.024. This shows the institution has a greater sensitivity than its peers to the risk of publishing in problematic venues. A high proportion of publications in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of its scientific production is being channeled through media that may 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.
With a Z-score of -0.381, the institution's rate of hyper-authored publications is slightly higher than the national average of -0.721, although both remain in the low-risk category. This subtle difference suggests an incipient vulnerability, where the university shows early signals that warrant review before they escalate. While extensive author lists are legitimate in 'Big Science' contexts, this minor elevation serves as a signal to proactively ensure that authorship practices remain transparent and accountable across all disciplines, distinguishing necessary massive collaboration from any potential for 'honorary' or political authorship.
The institution registers a Z-score of -0.597, a low-risk value that nonetheless shows a slight divergence from the very low-risk national benchmark of -0.809. This indicates the presence of a minor risk signal related to impact dependency that does not appear as prominently in the rest of the country. A wide positive gap can signal a sustainability risk where prestige is dependent on external partners. In this case, the small gap suggests a slight reliance on collaborations for impact, inviting a strategic reflection on how to further strengthen internal capacity and ensure that excellence metrics increasingly result from research where the institution exercises direct intellectual leadership.
The institution's Z-score of -1.333 is in the very low-risk category, demonstrating a clear preventive isolation from the national environment, which shows a medium-risk Z-score of 0.425. This stark contrast indicates that the university successfully avoids the national trend toward extreme individual publication volumes. While high productivity can be legitimate, the institution's very low score suggests a healthy balance between quantity and quality, effectively mitigating risks such as coercive authorship or the assignment of authorship without real participation. This reinforces a culture that prioritizes the integrity of the scientific record over the inflation of metrics.
With a Z-score of -0.268, the institution maintains a very low-risk profile, consistent with and even stronger than the low-risk national average of -0.010. This absence of risk signals aligns perfectly with the national standard for good practice. By minimizing its dependence on in-house journals, the university effectively avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production consistently undergoes independent external peer review, thereby maximizing its global visibility and validating its research through standard competitive channels rather than internal 'fast tracks'.
The institution exhibits a Z-score of -0.865, signifying a near-total operational silence on this indicator. This performance is exemplary, as it is even stronger than the very low-risk national average of -0.515. This result indicates an institutional culture that actively discourages the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By maintaining such a low rate of bibliographic overlap, the university demonstrates a commitment to publishing significant new knowledge, thereby strengthening the scientific evidence base and respecting the academic review system.
