| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.140 | -0.615 |
|
Retracted Output
|
-0.409 | 0.777 |
|
Institutional Self-Citation
|
0.199 | -0.262 |
|
Discontinued Journals Output
|
0.094 | 0.094 |
|
Hyperauthored Output
|
-1.351 | -0.952 |
|
Leadership Impact Gap
|
1.832 | 0.445 |
|
Hyperprolific Authors
|
-1.413 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-1.186 | -0.390 |
Ayatollah Borujerdi University presents a robust scientific integrity profile, reflected in an overall score of -0.411, which indicates a solid performance with specific areas for strategic enhancement. The institution demonstrates exceptional strengths in maintaining low-risk practices, particularly in preventing hyper-prolific authorship, redundant publications, and excessive reliance on institutional journals, often outperforming national averages. However, areas requiring attention include a tendency towards institutional self-citation, publication in discontinued journals, and a significant gap in the impact of its researcher-led output. These vulnerabilities contrast with the institution's recognized thematic strengths, as evidenced by its SCImago Institutions Rankings in Mathematics and Chemistry. While the institution's specific mission statement was not localized for this report, the identified risks—especially concerning impact dependency—could challenge any mission predicated on achieving genuine global excellence and social responsibility. To ensure its thematic strengths translate into sustainable, world-class impact, the university is encouraged to leverage its strong integrity foundation to foster greater intellectual leadership and broaden its external validation networks.
The institution demonstrates exemplary management of academic affiliations, with a Z-score of -1.140, which is significantly lower than the national average of -0.615. This low-profile consistency indicates that the university's operational standards align with, and even surpass, the national context. The absence of risk signals suggests that affiliations are handled with transparency, effectively avoiding practices like "affiliation shopping" where institutional credit is strategically inflated. This reflects a commendable commitment to clear and honest representation of collaborative work.
A notable strength of the institution is its capacity for preventive isolation from national risk trends in publication retractions. The university maintains a very low Z-score of -0.409, in stark contrast to the moderate-risk national average of 0.777. This divergence suggests that the institution does not replicate the systemic vulnerabilities observed elsewhere in the country. Such a low rate indicates that internal quality control mechanisms and responsible supervision are effectively preventing the kind of recurring methodological flaws or malpractice that often lead to a high volume of retractions, thereby safeguarding its scientific reputation.
The analysis reveals a moderate deviation from the national trend regarding institutional self-citation, with the university's Z-score at 0.199 compared to the country's average of -0.262. This suggests the center has a greater sensitivity to this risk factor than its national peers. While a certain level of self-citation is natural in developing research lines, this elevated rate could signal the emergence of scientific isolation or "echo chambers." It is advisable to review these patterns to ensure the institution's academic influence is primarily driven by global community recognition rather than being disproportionately amplified by internal validation dynamics.
The institution's rate of publication in discontinued journals (Z-score of 0.094) is identical to the national average, pointing to a systemic pattern rather than an isolated institutional issue. This alignment suggests that the risk reflects shared challenges or practices within the country's academic ecosystem. A moderate presence in such journals serves as a critical alert, as it indicates that a portion of scientific output is being channeled through media that may not meet international ethical or quality standards. This shared vulnerability underscores an urgent need for enhanced information literacy to prevent the waste of resources and protect against severe reputational risks associated with predatory publishing.
The institution maintains a very low rate of hyper-authored output, with a Z-score of -1.351 that is even more favorable than the country's already low average of -0.952. This demonstrates a low-profile consistency with the national standard and a complete absence of risk signals related to author list inflation. This finding suggests that authorship practices at the university are transparent and accountable, successfully distinguishing between necessary, large-scale collaboration and honorary or political authorship, thereby preserving the integrity of individual contributions.
A significant area of concern is the institution's high exposure to impact dependency, as shown by its Z-score of 1.832, which is substantially higher than the national average of 0.445. This wide gap indicates that while the university participates in high-impact research, the work led directly by its own researchers has a comparatively lower impact. This pattern signals a sustainability risk, suggesting that its scientific prestige may be largely dependent on external partners rather than being structurally generated from within. This finding invites a strategic reflection on how to build internal capacity to ensure that excellence metrics are a direct result of the institution's own intellectual leadership.
The institution exhibits an exceptionally low incidence of hyperprolific authors, with a Z-score of -1.413, far below the national average of -0.247. This result demonstrates a low-profile consistency that exceeds the national standard, indicating a healthy research environment. The absence of this risk signal suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume, effectively avoiding the pressures that can lead to coercive authorship or other integrity-compromising behaviors. This fosters a sustainable balance between productivity and scientific rigor.
The university demonstrates a clear case of preventive isolation concerning the use of its own journals. Its Z-score of -0.268 signifies a very low reliance on in-house publications, which contrasts sharply with the moderate-risk level observed nationally (1.432). This indicates the institution does not replicate a common risk dynamic in its environment, thereby avoiding potential conflicts of interest and academic endogamy. By prioritizing external, independent peer review, the institution reinforces the competitive validation of its research, enhancing its global visibility and scientific credibility.
The institution's practices show a robust defense against redundant publications, or "salami slicing." With a Z-score of -1.186, which is significantly better than the national average of -0.390, the university displays low-profile consistency and an absence of risk signals in this area. This suggests a strong institutional commitment to publishing coherent and impactful studies rather than fragmenting research into minimal publishable units. This approach not only upholds the integrity of the scientific record but also demonstrates a focus on generating significant new knowledge over artificially inflating productivity metrics.
