| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.402 | -0.615 |
|
Retracted Output
|
-0.738 | 0.777 |
|
Institutional Self-Citation
|
-0.203 | -0.262 |
|
Discontinued Journals Output
|
3.400 | 0.094 |
|
Hyperauthored Output
|
-1.283 | -0.952 |
|
Leadership Impact Gap
|
1.837 | 0.445 |
|
Hyperprolific Authors
|
3.317 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-1.186 | -0.390 |
Amol University of Special Modern Technologies presents a dual profile in its scientific integrity assessment, with an overall score of 0.582 reflecting a combination of exceptional strengths and critical vulnerabilities. The institution demonstrates robust control over core integrity areas, showing very low risk in multiple affiliations, retractions, hyper-authorship, redundant output, and publishing in its own journals—often outperforming national averages. These strengths provide a solid foundation for its research activities. However, this positive performance is contrasted by significant risks in the Rate of Output in Discontinued Journals and the Rate of Hyperprolific Authors, alongside a medium-risk dependency on external collaborations for impact. These weaknesses could undermine the credibility of its notable thematic strengths, particularly in areas where it holds a strong national position according to SCImago Institutions Rankings data, such as Energy (ranked 15th in Iran), Physics and Astronomy (22nd), and Veterinary (35th). While the institution's specific mission was not localized for this report, such high-risk practices directly challenge the universal academic goals of excellence, transparency, and social responsibility. To secure its reputation and the impact of its key research areas, it is recommended that the university leverage its clear governance strengths to implement targeted policies and training aimed at mitigating these specific, high-impact vulnerabilities.
The institution demonstrates an exemplary profile in this area, with a Z-score of -1.402, indicating a very low incidence of multiple affiliations, which is significantly better than the national low-risk average of -0.615. This result suggests that the university's affiliations are managed with high transparency, aligning perfectly with national standards for good practice. While multiple affiliations can be a legitimate outcome of collaboration, the institution's very low rate provides strong assurance against strategic attempts to inflate institutional credit or engage in “affiliation shopping,” reflecting clear and well-defined research partnerships.
With a Z-score of -0.738, the institution shows a very low rate of retracted publications, effectively isolating itself from the medium-risk dynamics observed at the national level (Z-score of 0.777). This strong performance suggests the presence of effective internal quality control and supervision mechanisms that prevent methodological or ethical failures before publication. Retractions can sometimes signify responsible error correction, but this institution's near-absence of such events points towards a robust culture of integrity where potential issues are addressed proactively, safeguarding its scientific record and reputation from the vulnerabilities seen elsewhere in the country.
The institution's rate of self-citation presents a low-risk signal (Z-score of -0.203), which is statistically normal and closely aligned with the national average (Z-score of -0.262). However, its score is slightly higher than the country's, pointing to an incipient vulnerability that warrants monitoring. A certain level of self-citation is natural and reflects the continuity of research lines. Still, this minor elevation could be an early indicator of a tendency towards an academic 'echo chamber.' It is advisable to ensure that the institution's work continues to receive sufficient external scrutiny to avoid any risk of endogamous impact inflation and to confirm its influence is recognized by the global community.
This indicator reveals a critical area of concern, with the institution's Z-score at a significant-risk level of 3.400, a figure that dramatically amplifies the medium-risk vulnerability already present in the national system (Z-score of 0.094). This high score constitutes a critical alert regarding the due diligence applied in selecting publication venues. It indicates that a substantial portion of the university's scientific output is being channeled through media that fail to meet international ethical or quality standards. This practice exposes the institution to severe reputational damage and suggests an urgent need to enhance information literacy among its researchers to prevent the waste of resources on 'predatory' or low-quality publishing.
The institution exhibits a very low-risk profile in hyper-authored output, with a Z-score of -1.283, which is well below the low-risk national benchmark of -0.952. This result indicates a healthy and transparent approach to authorship attribution. Outside of "Big Science" contexts where large author lists are common, high rates can signal inflation of author lists and a dilution of accountability. The university's excellent performance in this area demonstrates that its collaborative practices are well-governed, effectively distinguishing legitimate large-scale projects from questionable 'honorary' authorship and ensuring individual contributions remain clear.
The institution shows a medium-risk Z-score of 1.837 in this indicator, a value notably higher than the national medium-risk average of 0.445. This suggests a high exposure to dependency on external partners for its citation impact. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. This result suggests that the university's scientific prestige may be largely dependent and exogenous, rather than built upon its own structural capacity. It invites a strategic reflection on whether its excellence metrics stem from genuine internal capabilities or from positioning itself in collaborations where it does not exercise primary intellectual leadership.
This indicator flags a severe discrepancy requiring immediate attention. The institution's Z-score is at a significant-risk level of 3.317, which is a stark and atypical anomaly compared to the low-risk national environment (Z-score of -0.247). Such extreme individual publication volumes challenge the plausible limits of meaningful intellectual contribution and signal a potential imbalance between quantity and quality. This critical alert points to the risk of practices like coercive authorship or assigning credit without real participation, dynamics that prioritize metric inflation over the integrity of the scientific record. A deep integrity assessment is required to understand and rectify the causes of this outlier behavior.
The university demonstrates an outstanding commitment to external validation, with a very low-risk Z-score of -0.268 for publications in its own journals. This performance is particularly noteworthy as it represents a clear preventive isolation from the medium-risk trend seen nationally (Z-score of 1.432). Excessive reliance on in-house journals can create conflicts of interest and academic endogamy by bypassing independent peer review. By avoiding this practice, the institution ensures its research is subject to global scrutiny, enhancing its visibility and credibility while steering clear of using internal channels as potential 'fast tracks' to inflate productivity without standard competitive validation.
The institution maintains a very low-risk profile in redundant output, with a Z-score of -1.186, performing better than the already low-risk national standard (Z-score of -0.390). This low-profile consistency indicates a commendable focus on substantive scientific contributions. A high rate of bibliographic overlap between publications often points to 'salami slicing,' where studies are fragmented into minimal units to artificially boost publication counts. The university's excellent score suggests its researchers prioritize the communication of significant new knowledge over mere volume, thereby respecting the scientific record and the academic review system.