| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.872 | -0.615 |
|
Retracted Output
|
0.342 | 0.777 |
|
Institutional Self-Citation
|
-1.232 | -0.262 |
|
Discontinued Journals Output
|
0.178 | 0.094 |
|
Hyperauthored Output
|
-0.537 | -0.952 |
|
Leadership Impact Gap
|
1.884 | 0.445 |
|
Hyperprolific Authors
|
-1.052 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.642 | -0.390 |
Ahvaz Jundishapur University of Medical Sciences presents a balanced integrity profile, characterized by significant strengths in core research practices alongside specific, manageable vulnerabilities. With an overall risk score of -0.107, the institution demonstrates a commendable performance, particularly in areas of authorial conduct and publication channel selection, showing very low risk signals for institutional self-citation, hyperprolific authors, redundant output, and publishing in its own journals. This solid foundation in research integrity supports its notable thematic strengths, as evidenced by its high national rankings in Veterinary (8th), Psychology (10th), Dentistry (14th), and Medicine (14th) according to SCImago Institutions Rankings data. While a specific mission statement was not localized for this report, these achievements align with the universal academic goals of excellence and societal impact. However, the identified medium-level risks—specifically a high dependency on external collaborators for impact and a greater-than-average tendency to publish in discontinued journals—could pose a threat to the long-term sustainability and reputation of this excellence. To fully realize its potential, the university should leverage its robust integrity culture to address these strategic dependencies, thereby ensuring its distinguished research output is built upon a foundation of sovereign intellectual leadership and resilient publication strategies.
The institution exhibits a very low risk profile in this area, with a Z-score of -0.872, which is even more conservative than the national average of -0.615. This demonstrates a consistent and low-profile approach to author affiliations that aligns well with the national standard. The data suggests that the university's researchers maintain clear and straightforward affiliation practices, avoiding the kind of disproportionately high rates that can sometimes signal strategic attempts to inflate institutional credit or engage in “affiliation shopping.” This result reflects a culture of transparency and precision in attributing scientific contributions.
With a Z-score of 0.342, the institution's rate of retractions is situated at a medium risk level, yet it is notably lower than the national average of 0.777. This indicates a differentiated management of publication quality; while the risk of retraction is present, the university appears to have more effective control mechanisms in place than many of its national peers. Retractions are complex events, but a rate significantly higher than average can alert to systemic vulnerabilities. In this context, the institution's ability to moderate a risk that is common in the country suggests that its pre-publication quality controls and integrity culture are comparatively more resilient, though continued vigilance is warranted.
The institution demonstrates an exceptionally strong performance in this indicator, with a Z-score of -1.232, positioning it at a very low risk level and significantly below the country's low-risk score of -0.262. This result signals a robust integration with the global scientific community. A certain level of self-citation is natural, but the institution's very low rate effectively dismisses concerns about scientific isolation or the creation of 'echo chambers.' This indicates that the university's academic influence is validated by broad external scrutiny rather than being inflated by internal dynamics, reflecting a healthy and outward-looking research ecosystem.
The institution shows a medium risk level with a Z-score of 0.178, a figure that is higher than the national average of 0.094. This suggests a high exposure to this particular risk, indicating that the university's researchers are more prone than their national counterparts to selecting questionable publication venues. A high proportion of output in discontinued journals constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern exposes the institution to severe reputational risks and suggests an urgent need to enhance information literacy and guidance for researchers to avoid channeling valuable work into 'predatory' or low-quality media that do not meet international ethical standards.
With a Z-score of -0.537, the institution's risk level for hyper-authorship is low, but it is slightly higher than the national average of -0.952. This points to an incipient vulnerability that warrants review before it potentially escalates. While extensive author lists are legitimate in 'Big Science' contexts, this slightly elevated signal suggests a greater tendency toward practices that could dilute individual accountability, such as author list inflation or 'honorary' authorships. Monitoring this trend is advisable to ensure that authorship practices remain transparent and accurately reflect meaningful contributions.
The institution presents a Z-score of 1.884, a medium risk level that is substantially higher than the national average of 0.445. This indicates a high exposure to the risk of scientific dependency. Such a wide positive gap, where overall impact is significantly higher than the impact of research led by the institution, signals a potential sustainability issue. It suggests that the university's scientific prestige may be largely dependent and exogenous, stemming from strategic positioning in collaborations rather than from its own structural capacity for intellectual leadership. This finding invites a deep reflection on strategies to build and showcase internal research excellence and reduce reliance on external partners for impact.
The institution shows a very low risk in this area, with a Z-score of -1.052, markedly better than the national low-risk average of -0.247. This is a strong positive signal of a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and often point to imbalances between quantity and quality. The absence of such signals at the university suggests a culture that prioritizes the integrity of the scientific record over the simple inflation of metrics, avoiding risks such as coercive authorship or the assignment of credit without real participation.
A clear institutional strength is evident in this indicator, with a Z-score of -0.268 (very low risk) in stark contrast to the country's medium-risk score of 1.432. This demonstrates a form of preventive isolation, where the university deliberately avoids a risk dynamic prevalent in its national environment. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy. By channeling its research through external venues, the institution commits to independent peer review, thereby avoiding the use of internal channels as potential 'fast tracks' and enhancing the global visibility and credibility of its scientific output.
The institution's Z-score of -0.642 places it in the very low risk category, a more favorable position than the national average of -0.390 (low risk). This indicates a consistent and commendable approach to scientific reporting. A high rate of bibliographic overlap can signal 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to inflate output. The institution's low score suggests its researchers prioritize the publication of complete, coherent studies, a practice that strengthens the scientific evidence base and demonstrates a commitment to generating significant new knowledge over artificially boosting productivity metrics.