| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.527 | -0.062 |
|
Retracted Output
|
3.648 | -0.050 |
|
Institutional Self-Citation
|
-1.096 | 0.045 |
|
Discontinued Journals Output
|
1.512 | -0.024 |
|
Hyperauthored Output
|
-0.854 | -0.721 |
|
Leadership Impact Gap
|
0.093 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.622 | -0.515 |
Inner Mongolia University for Nationalities presents a profile of significant contrasts, with an overall integrity score of 1.158 that reflects both areas of exceptional scientific practice and specific, high-priority vulnerabilities. The institution demonstrates remarkable strengths in maintaining low rates of institutional self-citation, hyperprolific authorship, and redundant output, indicating robust internal controls against academic endogamy and a focus on substantive research. However, these strengths are offset by a critical alert regarding the Rate of Retracted Output, which is significantly elevated, and medium-level risks associated with multiple affiliations, publication in discontinued journals, and a dependency on external collaborations for research impact. According to SCImago Institutions Rankings data, the university's academic prowess is most pronounced in the fields of Veterinary, Pharmacology, Toxicology and Pharmaceutics, and Medicine. The identified integrity risks, particularly the high rate of retractions, directly challenge the pursuit of research excellence and social responsibility that form the bedrock of any higher education mission. To secure its reputation and build upon its thematic strengths, the institution is advised to implement a targeted strategy focused on reinforcing pre-publication quality assurance mechanisms while codifying its existing best practices into a comprehensive, campus-wide integrity framework.
The institution's Z-score of 0.527 moderately deviates from the national average of -0.062. This suggests the university shows a greater sensitivity to risk factors related to authorship credit than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the observed divergence from a low-risk national context indicates a need for internal review. The pattern suggests that the institution should verify its policies to ensure that affiliations are not being used strategically to inflate institutional credit or engage in “affiliation shopping,” a practice that does not appear to be prevalent across the country.
With a Z-score of 3.648, the institution exhibits a severe discrepancy compared to the national average of -0.050. This atypical level of risk activity is a critical finding that requires a deep integrity assessment. Retractions are complex events, but a rate this far above the norm points to a potential systemic failure in pre-publication quality control mechanisms. This is not an isolated issue but a significant vulnerability in the institution's integrity culture, suggesting possible recurring malpractice or a lack of methodological rigor that demands immediate qualitative verification and corrective action by management to protect its scientific reputation.
The institution's Z-score of -1.096 demonstrates a case of preventive isolation from the national trend, which stands at a moderate-risk 0.045. This result is a significant strength, indicating the university does not replicate the risk dynamics of academic endogamy observed elsewhere in its environment. A certain level of self-citation is natural, but the institution’s extremely low rate confirms that its research is validated by the broader scientific community, avoiding the 'echo chambers' that can lead to inflated impact based on internal dynamics rather than global recognition.
The institution's Z-score of 1.512 shows a moderate deviation from the national average of -0.024, indicating a greater institutional sensitivity to this risk factor than its peers. This suggests that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, a practice that is uncommon at the national level. This pattern constitutes a critical alert regarding due diligence in selecting dissemination channels, exposing the institution to reputational risks and highlighting an urgent need to improve information literacy to avoid wasting resources on 'predatory' or low-quality journals.
The institution displays a prudent profile with a Z-score of -0.854, which is even more rigorous than the national standard of -0.721. This indicates that the university manages its authorship processes with greater control than the national average. The data suggests a well-regulated environment where authorship lists are managed transparently, effectively distinguishing between necessary massive collaboration in 'Big Science' contexts and potentially problematic practices like 'honorary' or political authorship that can dilute individual accountability.
The institution's Z-score of 0.093 represents a monitoring alert, as this risk level is unusual when compared to the national standard of -0.809. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be disproportionately dependent on external partners rather than its own structural capacity. While it is common for institutions to leverage partnerships, this value warrants a review of causes. It invites reflection on whether the university's excellence metrics result from its own intellectual leadership or from strategic positioning in collaborations where it plays a secondary role.
With a Z-score of -1.413, the institution demonstrates preventive isolation from a risk that is a medium-level concern nationally (Z-score of 0.425). This excellent result shows the university does not replicate the risk dynamics associated with extreme publication volumes. It points to a healthy institutional culture that prioritizes quality over quantity, successfully avoiding potential imbalances such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 reflects a low-profile consistency, as the absence of risk signals aligns perfectly with the low-risk national standard of -0.010. This performance indicates a strong commitment to seeking external, independent peer review for its research. By avoiding excessive dependence on in-house journals, the university mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production is validated through standard competitive channels and enhancing its global visibility.
The institution's Z-score of -0.622 signifies total operational silence on this indicator, with an absence of risk signals that is even more pronounced than the very low national average of -0.515. This exceptional result indicates a strong institutional focus on producing substantive and complete research. It suggests that the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity, known as 'salami slicing,' is effectively controlled, thereby protecting the integrity of the scientific evidence base and respecting the academic review system.
