| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.990 | -0.062 |
|
Retracted Output
|
-0.625 | -0.050 |
|
Institutional Self-Citation
|
0.319 | 0.045 |
|
Discontinued Journals Output
|
-0.180 | -0.024 |
|
Hyperauthored Output
|
-1.130 | -0.721 |
|
Leadership Impact Gap
|
-1.467 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.027 | -0.515 |
The Huaihai Institute of Technology demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.458. This performance indicates a general alignment with best practices and a strong foundation in research ethics. The institution's primary strengths lie in its exceptional control over authorship practices, showing a complete absence of signals related to hyperprolific authors, and in its capacity for intellectual leadership, with a minimal gap between its overall impact and the impact of research led by its own staff. However, areas requiring strategic attention have been identified, specifically a moderate deviation from national norms in the Rate of Multiple Affiliations and a high exposure to Institutional Self-Citation. These results are particularly relevant in the context of the institution's thematic strengths, as identified by SCImago Institutions Rankings data, in areas such as Social Sciences, Pharmacology, Toxicology and Pharmaceutics, and Medicine. While the institution's specific mission was not available for this analysis, any commitment to research excellence and social responsibility is fundamentally linked to scientific integrity. The identified risks, though moderate, could challenge these values by creating perceptions of inflated credit or academic insularity. Therefore, it is recommended that the institution leverage its solid integrity framework to proactively review and refine its policies on affiliation and citation, thereby securing its reputation and ensuring its contributions are both impactful and unimpeachable.
The institution presents a Z-score of 0.990, which contrasts with the national average of -0.062. This moderate deviation suggests the center is more sensitive to risk factors in this area than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this divergence from the national standard warrants a review of internal dynamics. The data indicates a pattern that could, if unmonitored, signal strategic attempts to inflate institutional credit or "affiliation shopping," making it essential to ensure that all declared affiliations correspond to substantive and transparent collaborations.
With a Z-score of -0.625, significantly below the country's low-risk score of -0.050, the institution demonstrates low-profile consistency in its quality control. This absence of risk signals aligns perfectly with the national standard for research integrity. The data strongly suggests that the institution's pre-publication quality control mechanisms are effective and that its integrity culture successfully prevents the types of recurring malpractice or lack of methodological rigor that can lead to systemic retractions. This performance reflects a responsible and reliable scientific environment.
The institution's Z-score for this indicator is 0.319, while the national average is 0.045. Although both operate within a medium-risk context, the institution's score indicates a higher exposure, suggesting it is more prone to these alert signals than its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, this heightened value warns of a potential for endogamous impact inflation. It points to a risk of creating scientific 'echo chambers' where the institution's work is validated internally without sufficient external scrutiny, potentially oversizing its academic influence through internal dynamics rather than global community recognition.
The institution's Z-score of -0.180 is notably better than the national average of -0.024, even though both fall within a low-risk category. This demonstrates a prudent profile, indicating that the institution manages its selection of publication venues with more rigor than the national standard. This careful approach is crucial for avoiding reputational damage, as it shows a commitment to channeling scientific production through media that meet international ethical and quality standards, effectively steering clear of 'predatory' or low-quality practices.
With a Z-score of -1.130 compared to the country's score of -0.721, the institution shows an exemplary absence of risk signals related to hyper-authorship. This performance aligns with, and even exceeds, the national standard, suggesting that authorship practices are well-governed. Outside of "Big Science" contexts where large author lists are common, this indicator can signal author list inflation. The institution's very low score indicates that it successfully maintains transparency and individual accountability, distinguishing legitimate collaboration from honorary or political authorship.
The institution exhibits a Z-score of -1.467, which is exceptionally low and surpasses the country's already strong score of -0.809. This signifies a total operational silence regarding this risk, with an absence of signals even below the national average. A wide positive gap can suggest that an institution's prestige is dependent on external partners rather than its own capabilities. The institution's score, however, indicates the opposite: its scientific prestige appears structural and sustainable, stemming from genuine internal capacity and intellectual leadership rather than a strategic positioning in collaborations led by others.
The institution's Z-score is -1.413, a stark contrast to the national average of 0.425, which sits in the medium-risk range. This result demonstrates a clear preventive isolation, as the center does not replicate the risk dynamics observed in its environment. While high productivity can be legitimate, extreme volumes often challenge the limits of meaningful intellectual contribution. The institution's very low score is a strong positive signal, indicating a healthy balance between quantity and quality and an environment free from risks such as coercive authorship or the assignment of credit without real participation.
With a Z-score of -0.268, compared to the national score of -0.010, the institution shows a consistent and low-risk profile. The absence of risk signals in this area aligns with the national standard and points to a healthy publication strategy. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. The institution's low score indicates that it avoids this pitfall, prioritizing independent external peer review and ensuring its research undergoes standard competitive validation, thereby enhancing its global visibility.
The institution's Z-score of -1.027 is significantly lower than the country's already very low score of -0.515. This indicates total operational silence, with an absence of risk signals even below the national average. This practice, often used to artificially inflate productivity by dividing a study into minimal publishable units, distorts the scientific record. The institution's outstanding score suggests a strong culture that values the generation of significant new knowledge over the mere accumulation of publications, thereby upholding the integrity of the scientific evidence base.