| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.849 | -0.386 |
|
Retracted Output
|
0.465 | 2.124 |
|
Institutional Self-Citation
|
0.581 | 2.034 |
|
Discontinued Journals Output
|
7.964 | 5.771 |
|
Hyperauthored Output
|
-1.267 | -1.116 |
|
Leadership Impact Gap
|
0.425 | 0.242 |
|
Hyperprolific Authors
|
-1.175 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
0.669 | 1.097 |
Middle Technical University presents a complex integrity profile, with an overall risk score of 1.523, indicating a moderate level of vulnerability that requires strategic attention. The institution demonstrates significant strengths in governance, particularly in maintaining very low rates of hyper-authored output, hyperprolific authors, and publication in its own journals, areas where it shows exemplary control and outperforms national trends. However, these strengths are counterbalanced by a critical vulnerability: a significant rate of publication in discontinued journals, which not only exceeds the national average but poses a direct threat to the University's reputation and the fulfillment of its mission. According to SCImago Institutions Rankings data, the University has established notable thematic strengths, ranking prominently within Iraq in areas such as Veterinary (3rd), Business, Management and Accounting (7th), and Chemistry (12th). This academic potential is undermined by the identified integrity risks. The mission to provide a "conducive environment for education and creativity" and achieve "effective national and international scientific twinning" is compromised when a substantial portion of its research output is channeled through low-quality or predatory venues. This practice contradicts the pursuit of excellence and responsible partnership. To secure its strategic vision, it is imperative for the University to leverage its clear governance capabilities to implement rigorous training and policies on publication ethics, ensuring that its valuable research contributions are disseminated through credible and impactful channels.
The institution's Z-score for this indicator is -0.849, which is notably lower than the national average of -0.386. This demonstrates a prudent and rigorous approach to managing institutional affiliations. The data suggests that the University's practices are more conservative than the national standard, effectively minimizing the risks associated with this behavior. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. By maintaining a low rate, the University ensures that its institutional representation is clear and unambiguous, reinforcing the integrity of its collaborative footprint.
With a Z-score of 0.465, the institution displays a medium risk level, yet this figure indicates relative containment when compared to the significant national average of 2.124. This suggests that while the University is not immune to issues that lead to retractions, its internal quality control mechanisms appear to be more effective than those operating systemically across the country. Retractions are complex events, and a rate significantly higher than the global average can alert to a vulnerability in an institution's integrity culture. In this context, the University's ability to operate with more order than the national average is a positive sign, though the existing signals warrant a qualitative review to ensure that pre-publication supervision and methodological rigor are consistently upheld.
The University's Z-score of 0.581 is well below the national average of 2.034, both of which fall within the medium risk category. This reflects a differentiated management strategy, where the institution successfully moderates a risk that appears to be more common or pronounced at the national level. A certain level of self-citation is natural, but high rates can signal 'echo chambers' that inflate impact through internal dynamics. The University's lower score suggests it is less prone to this risk, fostering a healthier balance between building on internal research lines and engaging with the broader scientific community for external validation.
This indicator represents a critical alert for the institution, with a Z-score of 7.964 that is significantly higher than the already compromised national average of 5.771. This is a global red flag, indicating that the University not only participates in a problematic national trend but is a leading contributor to it. A high proportion of publications in discontinued journals constitutes a severe reputational risk, suggesting that a significant portion of the University's scientific output is channeled through media failing to meet international ethical or quality standards. This finding points to an urgent need for institutional intervention, including enhanced information literacy and due diligence policies, to prevent the waste of resources on 'predatory' practices and protect the credibility of its research.
The institution exhibits total operational silence in this area, with a Z-score of -1.267, which is even lower than the country's very low average of -1.116. This is an indicator of exceptional governance and integrity. In fields outside of 'Big Science,' extensive author lists can dilute individual accountability and signal honorary authorship. The University's complete absence of risk signals demonstrates a robust adherence to transparent and meaningful authorship criteria, ensuring that credit is assigned appropriately and individual contributions are clear.
The University shows a Z-score of 0.425, which is higher than the national average of 0.242, placing it in a position of high exposure to this particular risk. This suggests that the institution is more prone than its national peers to a dependency on external partners for its citation impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The University's score invites a strategic reflection on its collaboration models to ensure it is not only participating in high-impact research but is also developing the internal capacity to exercise intellectual leadership and generate structural, endogenous prestige.
With a Z-score of -1.175, the institution shows a very low risk level, which aligns with the low-risk national context (Z-score of -0.319). This low-profile consistency indicates that the University's governance effectively prevents the emergence of extreme publication patterns. While high productivity can be legitimate, hyperprolificacy often challenges the limits of meaningful intellectual contribution and can signal issues like coercive authorship or a focus on quantity over quality. The absence of such signals at the University is a testament to a healthy research culture that prioritizes the integrity of the scientific record.
The University demonstrates preventive isolation from a risk prevalent in its environment, with a Z-score of -0.268 (very low risk) in stark contrast to the country's medium-risk average of 1.373. This is a significant institutional strength. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, allowing research to bypass rigorous external peer review. By avoiding this practice, the University ensures its scientific production is validated through standard competitive channels, thereby enhancing its global visibility and credibility and steering clear of using internal journals as 'fast tracks' for publication.
The institution's Z-score of 0.669 is considerably lower than the national average of 1.097, although both are in the medium risk range. This indicates a capacity for differentiated management, as the University effectively moderates a practice that is more widespread nationally. Massive bibliographic overlap between publications can indicate 'salami slicing'—the fragmentation of a study into minimal units to inflate productivity. The University's more controlled rate suggests a stronger institutional emphasis on publishing complete, significant work over artificially boosting publication volume, a practice that better serves the scientific community and protects the integrity of its research output.