| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.498 | -0.615 |
|
Retracted Output
|
6.710 | 0.777 |
|
Institutional Self-Citation
|
-0.995 | -0.262 |
|
Discontinued Journals Output
|
-0.027 | 0.094 |
|
Hyperauthored Output
|
-1.321 | -0.952 |
|
Leadership Impact Gap
|
0.117 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
1.298 | -0.390 |
Islamic Azad University, Sanandaj Branch, demonstrates a complex integrity profile, characterized by significant operational strengths juxtaposed with critical areas requiring immediate strategic intervention. With an overall risk score of 1.645, the institution excels in maintaining low-risk practices related to authorship and citation, including exceptionally low rates of multiple affiliations, institutional self-citation, hyper-prolificacy, and hyper-authorship. These strengths suggest a robust culture of transparency and external validation. However, this positive foundation is severely undermined by a significant-risk Z-score in retracted output, which points to systemic vulnerabilities in pre-publication quality control. This core weakness, along with medium-risk signals in redundant output (salami slicing) and a moderate dependency on external research leadership, poses a direct challenge to the institution's pursuit of academic excellence. The university's strong research positioning, particularly in its top-ranked thematic areas of Agricultural and Biological Sciences, Biochemistry, Genetics and Molecular Biology, and Veterinary, provides a solid platform for growth. As the institution's specific mission was not available for this analysis, it is imperative to align its integrity policies with universal academic values of rigor and social responsibility. Addressing the root causes of publication retractions is the most urgent priority to safeguard its reputation and ensure its scientific contributions are both impactful and reliable.
The institution exhibits an exceptionally secure profile in this area, with a Z-score of -1.498, which is significantly lower than the country's already low-risk average of -0.615. This demonstrates a clear and consistent approach to academic crediting that surpasses the national standard. While multiple affiliations can be a legitimate outcome of collaboration, the institution's very low rate provides strong assurance against any perception of strategic "affiliation shopping" or attempts to artificially inflate institutional credit, reinforcing a culture of transparent and unambiguous attribution.
A critical alert is raised by the institution's Z-score of 6.710, which indicates a significant risk level and dramatically amplifies the medium-risk vulnerability observed at the national level (0.777). Retractions are complex events, but a rate this far above the global average suggests that quality control mechanisms prior to publication may be failing systemically. This is not merely a series of isolated incidents but a signal of a deep vulnerability in the institution's integrity culture. It points toward possible recurring malpractice or a lack of methodological rigor that requires immediate and thorough qualitative verification by management to prevent further damage to its scientific reputation.
The institution demonstrates a strong commitment to external validation, with a very low Z-score of -0.995 compared to the country's low-risk score of -0.262. This indicates that the institution's research influence is robustly confirmed by the global scientific community. A certain level of self-citation is natural, reflecting ongoing research lines, but this institution’s minimal rate effectively rules out the risk of operating in an 'echo chamber.' This performance confirms that its academic impact is driven by external recognition rather than being inflated by endogamous or internal dynamics.
With a Z-score of -0.027, the institution shows institutional resilience by maintaining a low-risk profile, effectively mitigating the systemic risks more prevalent in the country, which has a medium-risk score of 0.094. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This institution's controlled performance suggests that its researchers exercise appropriate caution, protecting its reputation and resources from the predatory or low-quality practices that pose a greater challenge to the national scientific system.
The institution maintains an exemplary standard of authorship transparency, with a Z-score of -1.321, positioning it in a more secure, very low-risk category than the national low-risk average of -0.952. Outside of "Big Science" disciplines where large author lists are common, a high rate can indicate author list inflation and dilute accountability. The institution's extremely low score signals that its authorship practices are clear and well-defined, effectively avoiding any suspicion of 'honorary' or political authorship and ensuring individual contributions are properly recognized.
Both the institution (Z-score: 0.117) and the country (Z-score: 0.445) exhibit a medium-risk gap, indicating a systemic reliance on external collaboration for high-impact research. However, the institution demonstrates differentiated management, as its gap is considerably smaller than the national average. A wide gap signals a sustainability risk where scientific prestige is dependent and exogenous. The institution's more moderate score suggests it is successfully moderating this national trend, developing greater internal capacity, and exercising more intellectual leadership in its collaborations than its peers, which is a positive step toward building structural, long-term research excellence.
The institution shows a near-total absence of hyperprolific authorship, with a Z-score of -1.413, a much stronger result than the country's low-risk average of -0.247. This low-profile consistency reflects a healthy research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may signal imbalances between quantity and quality. The institution's excellent score indicates a culture that prioritizes substantive work over sheer volume, mitigating risks such as coercive authorship or credit assigned without real participation, thereby protecting the integrity of its scientific record.
The institution demonstrates a clear case of preventive isolation from a national trend, with a Z-score of -0.268 (very low risk) in stark contrast to the country's medium-risk score of 1.432. This shows the institution does not replicate the risk dynamics observed in its environment. Excessive dependence on in-house journals can create conflicts of interest and academic endogamy. By avoiding this practice, the institution ensures its scientific production consistently undergoes independent, external peer review, which is essential for achieving global visibility and competitive validation, rather than using internal channels as potential 'fast tracks' to inflate publication counts.
The institution shows a moderate deviation from the national standard, with a medium-risk Z-score of 1.298, while the country overall presents a low risk (-0.390). This suggests the institution is more sensitive to pressures that may lead to data fragmentation. Massive and recurring bibliographic overlap between publications can indicate 'salami slicing,' a practice of dividing a single study into minimal units to artificially inflate productivity. This score serves as an alert that such practices may be occurring, which can distort the scientific evidence and overburden the review system. A review of authorship and publication guidelines is recommended to ensure research is presented cohesively.
