| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.892 | -0.615 |
|
Retracted Output
|
-0.587 | 0.777 |
|
Institutional Self-Citation
|
-0.215 | -0.262 |
|
Discontinued Journals Output
|
0.865 | 0.094 |
|
Hyperauthored Output
|
-1.328 | -0.952 |
|
Leadership Impact Gap
|
-0.807 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
2.589 | -0.390 |
Islamic Azad University, Marvdasht, presents a strong overall scientific integrity profile, marked by an exceptionally low-risk posture across a majority of indicators. The institution demonstrates remarkable internal governance, often outperforming national averages in critical areas such as quality control, intellectual leadership, and avoidance of academic endogamy. This robust foundation supports its notable research capacity, reflected in its SCImago Institutions Rankings in fields like Mathematics and Agricultural and Biological Sciences. However, this positive landscape is critically undermined by a significant alert in the Rate of Redundant Output and a medium-level concern regarding publication in discontinued journals. While the institution's specific mission statement was not available for this analysis, these practices directly challenge the universal academic values of excellence and originality. Artificially inflating productivity metrics can erode the credibility of genuine scientific contributions and contradict the core purpose of generating reliable knowledge. It is recommended that the university leverage its considerable strengths in governance to implement targeted policies on publication ethics and author training, thereby safeguarding its academic reputation and ensuring its research output is both impactful and unimpeachable.
The institution exhibits a Z-score of -0.892, which is well below the national average of -0.615. This result indicates a very low-risk profile and demonstrates a commendable alignment with the national context, which also shows minimal signs of this risk. The institution's data suggests that its researchers' affiliations are managed with clarity and transparency. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university’s current standing reflects an absence of such signals, pointing to sound and ethical affiliation practices.
With a Z-score of -0.587, the institution shows a near-total absence of retracted publications, positioning it in a state of preventive isolation from the risk dynamics observed nationally (Z-score: 0.777). This significant positive deviation suggests that the institution's quality control and supervision mechanisms are exceptionally effective, preventing the systemic failures that may be occurring elsewhere in the country. A high rate of retractions can alert to a vulnerability in an institution's integrity culture; conversely, this institution's performance is a testament to its robust methodological rigor and responsible pre-publication oversight.
The institution's Z-score for self-citation is -0.215, which is statistically normal and almost perfectly aligned with the national average of -0.262. This synchrony indicates that the institution's level of internal citation is as expected for its context and size. A certain degree of self-citation is natural and reflects the continuity of established research lines. The current low level confirms that the institution is not operating in a scientific 'echo chamber' and that its academic influence is appropriately balanced between internal consolidation and external validation, avoiding the risk of endogamous impact inflation.
The institution presents a Z-score of 0.865, a medium-risk signal that indicates high exposure to this issue, particularly when compared to the national average of 0.094. Although both operate within a medium-risk framework, the university is significantly more prone to this practice than its national peers. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a portion of the university's research is being channeled through media that may not meet international ethical or quality standards, exposing it to reputational risks and indicating an urgent need to improve information literacy to avoid predatory practices.
With a Z-score of -1.328, the institution demonstrates a very low incidence of hyper-authored publications, a figure that is even more conservative than the low-risk national average of -0.952. This low-profile consistency suggests that the institution's authorship practices are transparent and well-regulated. Outside of 'Big Science' contexts, high rates of hyper-authorship can indicate author list inflation, which dilutes individual accountability. The university's data shows no evidence of such practices, reinforcing a culture where authorship appears to be assigned based on legitimate and significant contributions.
The institution's Z-score of -0.807 signifies a very low-risk profile, indicating a strong and self-sufficient research capacity. This performance represents a preventive isolation from the national trend, where a medium-risk Z-score of 0.445 suggests a wider dependency on external partners for impact. A large positive gap signals that scientific prestige is exogenous rather than structural. In contrast, this university demonstrates that its excellence metrics are the result of genuine internal capacity and intellectual leadership, ensuring its scientific prestige is sustainable and structurally sound.
The institution's Z-score of -1.413 is exceptionally low, indicating a near absence of hyperprolific authors and aligning with a national context that also shows minimal risk (Z-score: -0.247). This low-profile consistency points to a healthy balance between productivity and quality within the research community. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal risks such as coercive authorship or 'salami slicing'. The university's data strongly suggests that its research environment prioritizes the integrity of the scientific record over the simple inflation of publication metrics.
With a Z-score of -0.268, the institution effectively avoids the risks associated with publishing in its own journals, demonstrating a clear case of preventive isolation from a vulnerability present at the national level (Z-score: 1.432). This indicates a strong commitment to independent, external peer review. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy, limiting global visibility. The university's very low rate in this indicator is a sign of institutional maturity, showing that it subjects its research to global competitive standards rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of 2.589 represents a significant risk and a severe discrepancy when compared to the low-risk national environment (Z-score: -0.390). This atypical level of risk activity is a critical finding that requires a deep integrity assessment. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. This high value is an urgent alert that such practices may be distorting the institution's scientific record and over-burdening the review system, prioritizing volume over the generation of significant new knowledge.