| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.937 | -0.386 |
|
Retracted Output
|
-0.287 | 2.124 |
|
Institutional Self-Citation
|
-0.059 | 2.034 |
|
Discontinued Journals Output
|
5.175 | 5.771 |
|
Hyperauthored Output
|
-0.632 | -1.116 |
|
Leadership Impact Gap
|
2.304 | 0.242 |
|
Hyperprolific Authors
|
1.496 | -0.319 |
|
Institutional Journal Output
|
-0.268 | 1.373 |
|
Redundant Output
|
-1.186 | 1.097 |
Hawler Medical University demonstrates a solid overall integrity profile (Overall Score: 1.287), characterized by significant strengths in research quality control that set it apart from national trends. The institution exhibits exceptional performance in maintaining very low rates of redundant output and publication in institutional journals, alongside a commendably low rate of retracted articles, indicating robust internal oversight. However, this positive profile is contrasted by critical vulnerabilities, most notably a significant rate of publication in discontinued journals and medium-risk signals in multiple affiliations, hyperprolific authorship, and a dependency on external collaborations for impact. According to SCImago Institutions Rankings data, the university's strongest thematic areas are concentrated in health sciences, particularly in Medicine (ranked 16th in Iraq) and Pharmacology, Toxicology and Pharmaceutics (25th in Iraq). These areas of excellence are directly threatened by the identified risk of publishing in low-quality journals, which contradicts the institutional mission to apply knowledge with "high standards of intellectual, educational and research productivity." To fully align with its goal of becoming a "modern medical university," it is crucial to leverage its proven strengths in research integrity to develop a strategic publication policy that mitigates these risks, ensuring its high-quality research is channeled through reputable, high-impact venues.
The institution presents a Z-score of 1.937, which indicates a moderate deviation from the national standard for Iraq (Z-score: -0.386). 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 higher-than-average rate here warrants a review. It could signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that, if unmonitored, could dilute the perceived contribution of the university's core research staff and misrepresent its collaborative footprint.
With a Z-score of -0.287, the institution demonstrates an exceptionally low rate of retractions, especially when contrasted with the significant risk level observed nationally (Z-score: 2.124). This strong performance suggests the university functions as an effective filter, successfully implementing quality control mechanisms that prevent the systemic failures seen elsewhere in the country. This result is a positive indicator of a healthy integrity culture, where rigorous pre-publication review and methodological supervision act as a firewall against the types of recurring malpractice or errors that lead to retractions, thereby safeguarding the institution's scientific reputation.
The university's Z-score of -0.059 reflects a low level of institutional self-citation, showcasing notable resilience against the medium-risk trend prevalent in the country (Z-score: 2.034). This indicates that the institution's control mechanisms are effectively mitigating the systemic risks of academic endogamy. A certain level of self-citation is natural, but by maintaining a low rate, the university avoids the "echo chambers" that can inflate impact through internal dynamics. This commitment to external validation suggests its academic influence is genuinely recognized by the global community rather than being propped up by internal citation circles.
The institution's Z-score of 5.175 represents a significant risk, although it reflects a slightly more controlled situation compared to the critical national average (Z-score: 5.771). This attenuated alert, while better than the national context, is a global outlier and constitutes a critical vulnerability. A high proportion of publications in discontinued journals is a serious concern regarding due diligence in selecting dissemination channels. This Z-score indicates that a significant portion of the university's 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 -0.632, the institution shows a slight divergence from the national context, where this risk is nearly non-existent (Z-score: -1.116). Although the overall risk level remains low, the data indicates the presence of signals of hyper-authorship that do not appear in the rest of the country. This pattern warrants observation to ensure that extensive author lists are confined to disciplines where they are legitimate, such as "Big Science" collaborations. It serves as a minor signal to proactively distinguish between necessary massive collaboration and the potential emergence of "honorary" authorship practices that could dilute individual accountability.
The institution's Z-score of 2.304 reveals a high exposure to dependency risk, a vulnerability that is significantly more pronounced than the national average (Z-score: 0.242). This wide positive gap—where overall impact is much higher than the impact of research led by the institution—signals a potential sustainability risk. The high value suggests that the university's scientific prestige may be largely dependent and exogenous, not structural. This finding invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise primary intellectual leadership.
The university's Z-score of 1.496 points to a moderate deviation from the national standard, which shows a low risk in this area (Z-score: -0.319). This indicates that the institution is more sensitive than its peers to factors encouraging extreme individual publication volumes. While high productivity can reflect leadership, volumes that challenge the limits of human capacity for meaningful intellectual contribution can be a warning sign. This indicator alerts to potential imbalances between quantity and quality, pointing to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates a state of preventive isolation from a risk that is moderately prevalent at the national level (Z-score: 1.373). This very low rate indicates the university does not replicate the risk dynamics observed in its environment, showing a clear commitment to external validation. By avoiding excessive dependence on in-house journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy. This practice enhances the global visibility and credibility of its research, confirming that its scientific production competes successfully in forums with independent external peer review rather than using internal channels as potential 'fast tracks'.
The institution's Z-score of -1.186 is a strong signal of integrity, indicating a state of preventive isolation from the national trend, where redundant publication is a medium-level risk (Z-score: 1.097). The university does not replicate the risk dynamics common in its environment, suggesting a culture that prioritizes substance over volume. The near-absence of massive bibliographic overlap between publications indicates that the practice of 'salami slicing'—dividing a single study into minimal publishable units to inflate productivity—is not a concern. This focus on presenting coherent, significant new knowledge aligns with the highest standards of scientific ethics and strengthens the reliability of its research output.
