| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.447 | -0.386 |
|
Retracted Output
|
3.545 | 2.124 |
|
Institutional Self-Citation
|
-0.952 | 2.034 |
|
Discontinued Journals Output
|
3.719 | 5.771 |
|
Hyperauthored Output
|
-0.639 | -1.116 |
|
Leadership Impact Gap
|
-3.250 | 0.242 |
|
Hyperprolific Authors
|
-0.466 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
1.171 | 1.097 |
Dijlah University College presents a complex scientific integrity profile, marked by significant strengths in research independence alongside critical vulnerabilities in publication practices. With an overall risk score of 1.795, the institution shows a performance that requires strategic intervention. Key areas of excellence include a very low reliance on institutional self-citation, a minimal gap between its overall impact and the impact of its self-led research, and a negligible rate of publication in its own journals. These indicators point to a culture of external validation and strong intellectual leadership. However, these strengths are offset by significant risks in the rates of retracted output and publications in discontinued journals, and medium risks in multiple affiliations and redundant output. These challenges directly contradict the institutional mission to uphold "academic values and norms" and achieve a "distinguished... scientific research system." The institution's notable leadership in thematic areas such as Business, Management and Accounting, where it ranks first in Iraq according to SCImago Institutions Rankings, provides a solid foundation of excellence. To protect and enhance this reputation, it is crucial to leverage its demonstrated capacity for independent, high-impact research to implement rigorous quality control mechanisms and responsible publication policies, ensuring that its pursuit of "innovation and supremacy" is built upon a foundation of unwavering scientific integrity.
The institution exhibits a Z-score of 2.447, which represents a moderate deviation from the national average of -0.386. This indicates that the center shows a greater sensitivity to risk factors associated with multiple affiliations than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” The divergence from the national standard suggests that institutional policies or researcher practices may be encouraging this behavior more than in other parts of the country, warranting a review to ensure all affiliations reflect substantive collaboration.
With a Z-score of 3.545, the institution's rate of retractions is a global red flag, significantly exceeding the already high national average of 2.124. This result indicates that the center is not only operating within a compromised environment but is also leading the risk metrics. Retractions are complex, but a rate this far above the global average alerts to a critical vulnerability in the institution's integrity culture. It strongly suggests that quality control mechanisms prior to publication may be failing systemically, pointing to possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect the institution's scientific reputation.
The institution demonstrates exceptional performance in this area, with a Z-score of -0.952, in stark contrast to the national medium-risk average of 2.034. This preventive isolation shows that the center does not replicate the risk dynamics of scientific isolation observed elsewhere in its environment. A certain level of self-citation is natural, but the institution's very low rate signals that its work is validated by the broader international community rather than through internal 'echo chambers.' This result is a strong indicator of healthy external engagement and suggests that the institution's academic influence is earned through global recognition, not inflated by endogamous dynamics.
The institution's Z-score of 3.719 constitutes an attenuated alert; while critically high, it shows more control than the national average of 5.771. Both the institution and the country are global outliers in this regard, but the center is managing to mitigate the issue more effectively than its peers. Nevertheless, a high proportion of publications in such venues is a critical alert regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of scientific production is being channeled through media that do 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 -0.639, the institution shows a slight divergence from the national context, where the risk is virtually non-existent (Z-score of -1.116). This suggests the emergence of risk signals at the institution that are not yet apparent in the rest of the country. While extensive author lists can be legitimate in 'Big Science,' their appearance in other contexts can indicate author list inflation, which dilutes individual accountability. This minor signal serves as a prompt for vigilance to distinguish between necessary massive collaboration and the potential for 'honorary' or political authorship practices before they escalate.
The institution shows outstanding strength with a Z-score of -3.250, indicating that the impact of its self-led research is exceptionally robust and does not depend on external partners. This performance represents a preventive isolation from the national trend (Z-score of 0.242), where a positive gap suggests a reliance on collaborators for impact. A low value like this signals that the institution's scientific prestige is structural and sustainable, resulting from real internal capacity rather than strategic positioning in collaborations where it does not exercise intellectual leadership. This is a hallmark of a mature and self-sufficient research ecosystem.
The institution maintains a prudent profile with a Z-score of -0.466, managing its processes with slightly more rigor than the national standard (-0.319). In a context where this risk is already low, the institution's even lower score is a positive sign of a healthy research environment. This indicates a strong balance between quantity and quality, effectively mitigating the risks associated with extreme individual publication volumes, such as coercive authorship or the assignment of authorship without real participation, thereby prioritizing the integrity of the scientific record over inflated metrics.
With a Z-score of -0.268, the institution demonstrates a clear preventive isolation from the national trend of publishing in institutional journals (Z-score of 1.373). This is a significant strength, as excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. By channeling its output to external, independent venues, the institution ensures its research undergoes standard competitive validation and avoids bypassing external peer review. This practice enhances its global visibility and reinforces its commitment to objective scientific evaluation.
The institution's Z-score of 1.171 indicates high exposure to this risk, positioning it as slightly more prone to alert signals than the national average (1.097). This proximity to the systemic pattern suggests that the practice of fragmenting a coherent study into minimal publishable units to artificially inflate productivity may be more common at the institution than elsewhere. This 'salami slicing' distorts the available scientific evidence and overburdens the review system. The institution should address this vulnerability to ensure its research output prioritizes significant new knowledge over sheer volume.
