| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.102 | -0.386 |
|
Retracted Output
|
10.589 | 2.124 |
|
Institutional Self-Citation
|
2.366 | 2.034 |
|
Discontinued Journals Output
|
7.089 | 5.771 |
|
Hyperauthored Output
|
-1.235 | -1.116 |
|
Leadership Impact Gap
|
-0.269 | 0.242 |
|
Hyperprolific Authors
|
-0.777 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
2.763 | 1.097 |
Diyala University presents a profile of pronounced contrasts, with an overall risk score of 4.561 indicating significant integrity challenges that require strategic intervention. The institution demonstrates commendable strengths in governance-related areas, including exceptionally low rates of hyper-authored output, output in institutional journals, and multiple affiliations, suggesting robust internal policies on authorship and collaboration. However, these strengths are overshadowed by critical vulnerabilities in core publication practices, evidenced by significant-risk levels in retracted output, publication in discontinued journals, and redundant output (salami slicing). These issues directly conflict with the university's mission to achieve "excellence" and "adherence to international standards," as they compromise the quality and credibility of its research. While the university shows notable thematic strengths with top-five national rankings in Chemistry, Energy, and Engineering according to SCImago Institutions Rankings data, the identified integrity risks threaten to undermine the reputation of these high-performing areas. To safeguard its mission and the value of its scientific contributions, it is recommended that the university leverage its strong governance foundation to implement targeted training and stricter quality control mechanisms focused on publication ethics and responsible dissemination strategies.
The institution's Z-score of -1.102, compared to the national average of -0.386, reflects a commendable absence of risk in this area. This demonstrates a low-profile consistency, where the university's practices align with and even exceed the national standard for transparency. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. Diyala University's very low score indicates a healthy and unambiguous approach to declaring affiliations, ensuring that institutional credit is claimed appropriately and transparently, which reinforces its commitment to ethical research conduct.
With a Z-score of 10.589, the institution presents a critical anomaly, dramatically exceeding the already significant national average of 2.124. This constitutes a global red flag, positioning the university as a leader in risk metrics within a country already facing challenges in this area. A rate this far above the global average is a severe alert to a systemic vulnerability in the institution's integrity culture. It suggests that pre-publication quality control mechanisms may be failing repeatedly, pointing toward possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to protect the university's scientific reputation.
The institution's Z-score of 2.366 is moderately higher than the national average of 2.034, indicating a high level of exposure to this risk. This suggests the university is more prone than its national peers to practices that can lead to scientific isolation. While some self-citation is natural, this elevated rate warns of a potential 'echo chamber' where work is validated internally without sufficient external scrutiny. This dynamic risks creating an endogamous impact inflation, where the institution's academic influence may be oversized by internal citation patterns rather than genuine recognition from the global scientific community.
The university's Z-score of 7.089 is exceptionally high, surpassing the country's significant-risk average of 5.771. This finding is a global red flag, indicating the institution leads this negative metric in a national context that is already highly compromised. Such a high proportion of publications in discontinued journals is a critical alert regarding the due diligence applied in selecting dissemination channels. It suggests a significant portion of scientific output is channeled through media failing to meet international ethical or quality standards, exposing the university to severe reputational damage and signaling an urgent need for information literacy to prevent the waste of resources on predatory or low-quality practices.
The institution's Z-score of -1.235 is even lower than the country's very low average of -1.116, indicating a total operational silence on this risk indicator. This exceptional result demonstrates a clear commitment to responsible authorship. By avoiding patterns of author list inflation, the university ensures that individual accountability and transparency are maintained. This practice distinguishes legitimate large-scale collaboration from questionable 'honorary' authorship, reflecting a strong and healthy governance framework around publication ethics.
With a Z-score of -0.269, the institution shows remarkable resilience, contrasting sharply with the national average of 0.242, which indicates a systemic risk. While it is common for institutions to depend on external partners for impact, the university's score suggests its scientific prestige is structural and internally driven. This indicates that its excellence metrics result from genuine internal capacity and intellectual leadership, rather than a strategic dependency on collaborations where it does not lead, thereby ensuring the long-term sustainability of its research impact.
The institution's Z-score of -0.777 is notably lower than the national average of -0.319, reflecting a prudent and rigorous profile in managing author productivity. This suggests the university successfully fosters a balance between quantity and quality, avoiding the risks associated with extreme publication volumes. By maintaining this control, the institution mitigates the potential for coercive authorship or the assignment of credit without meaningful intellectual contribution, thereby protecting the integrity of its scientific record.
The university's Z-score of -0.268 signals a state of preventive isolation from a risk that is moderately prevalent at the national level (Z-score of 1.373). This demonstrates a clear strategic choice to avoid academic endogamy. By not relying on in-house journals, which can present conflicts of interest, the institution ensures its scientific production undergoes independent, external peer review. This commitment to competitive validation enhances the global visibility and credibility of its research, showing an operational independence from risk dynamics observed elsewhere in the country.
The institution's Z-score of 2.763 indicates a significant risk, accentuating a vulnerability that is only moderately present in the national system (Z-score of 1.097). This high value serves as a strong alert for the practice of 'salami slicing,' where a coherent study may be fragmented into minimal publishable units to artificially inflate productivity metrics. This practice not only distorts the available scientific evidence but also overburdens the peer-review system, suggesting a need to re-evaluate institutional incentives to ensure they prioritize significant new knowledge over sheer publication volume.
