| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.007 | -0.615 |
|
Retracted Output
|
1.047 | 0.777 |
|
Institutional Self-Citation
|
-1.569 | -0.262 |
|
Discontinued Journals Output
|
0.203 | 0.094 |
|
Hyperauthored Output
|
0.440 | -0.952 |
|
Leadership Impact Gap
|
4.917 | 0.445 |
|
Hyperprolific Authors
|
-1.037 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
-0.764 | -0.390 |
Rafsanjan University of Medical Sciences presents a profile of pronounced strengths in research integrity alongside critical, targeted vulnerabilities. With an overall score of 0.374, the institution demonstrates exceptional performance in areas related to academic endogamy and authorship practices, showing very low rates of institutional self-citation, hyperprolific authors, and output in its own journals. These strengths are foundational to building a culture of robust, externally validated science. However, these are offset by significant risks in two key areas: a high rate of retracted output and a severe gap between its overall research impact and the impact of work where it holds intellectual leadership. These weaknesses directly challenge the pursuit of scientific excellence, as they suggest systemic issues in quality control and a dependency on external partners for prestige. The university's strong thematic positioning according to SCImago Institutions Rankings data, particularly in Pharmacology, Toxicology and Pharmaceutics, Medicine, and Biochemistry, Genetics and Molecular Biology, provides a solid platform for growth. To fully leverage these strengths, it is imperative to address the identified integrity risks, ensuring that its recognized thematic excellence is built upon a sustainable foundation of internal capacity and verifiable quality.
The institution's Z-score for multiple affiliations (-0.007) is slightly higher than the national average (-0.615), though both fall within a low-risk spectrum. This subtle difference suggests an incipient vulnerability that warrants observation before it escalates. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this slight uptick compared to the national baseline indicates a need for internal review to ensure these practices are driven by genuine collaboration rather than early signs of "affiliation shopping" aimed at strategically inflating institutional credit.
This indicator presents a significant concern, as the institution's Z-score of 1.047 markedly exceeds the country's medium-risk score of 0.777. This demonstrates a risk accentuation, where the university amplifies vulnerabilities already present in the national system. Retractions are complex, but a rate this high suggests that quality control mechanisms prior to publication may be failing systemically. Beyond individual cases, this Z-score alerts to a potential vulnerability in the institution's integrity culture, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to protect its scientific reputation.
The institution exhibits an exceptionally strong profile in this area, with a Z-score of -1.569, which is significantly lower than the country's already low-risk average of -0.262. This low-profile consistency indicates a complete absence of risk signals, aligning with and even surpassing the national standard for integrity. A certain level of self-citation is natural, but this very low rate confirms the institution is not operating within a scientific "echo chamber." It suggests that its academic influence is validated by the broader global community rather than being inflated by internal dynamics, reflecting a healthy integration into international research conversations.
With a Z-score of 0.203, the institution shows a higher exposure to publishing in discontinued journals compared to the national average of 0.094, placing both within a medium-risk context. This indicates that the university is more prone to this risk than its peers. A high proportion of output in such journals is a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests that a segment of its research is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and highlighting an urgent need for improved information literacy to avoid "predatory" practices.
The institution shows a moderate deviation from the national standard, with a Z-score of 0.440 in contrast to the country's low-risk score of -0.952. This suggests a greater sensitivity to risk factors related to authorship inflation than its national peers. While extensive author lists are legitimate in "Big Science," an elevated score outside these contexts can indicate practices that dilute individual accountability and transparency. This serves as a signal for the institution to review its authorship policies to ensure a clear distinction between necessary massive collaboration and potentially "honorary" or political authorship practices.
This indicator reveals a critical area of risk, with the institution's Z-score at an exceptionally high 4.917, dramatically amplifying the medium-risk trend seen at the national level (0.445). Such a wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a severe sustainability risk. This value strongly suggests that the university's scientific prestige is dependent and exogenous, not structural. It calls for an urgent strategic reflection on whether its excellence metrics are the result of genuine internal capacity or a reliance on collaborations where it does not exercise intellectual leadership.
The institution demonstrates a very low risk of hyperprolific authorship, with a Z-score of -1.037 that is well below the national average of -0.247. This low-profile consistency with its environment is a positive sign of a balanced research culture. It indicates an absence of the extreme individual publication volumes that often challenge the limits of meaningful intellectual contribution. This suggests the institution effectively avoids risks such as coercive authorship or the assignment of authorship without real participation, prioritizing the integrity of the scientific record over the inflation of productivity metrics.
The institution displays a commendable preventive isolation from national publishing trends. Its very low Z-score of -0.268 stands in sharp contrast to the country's medium-risk score of 1.432, showing that it does not replicate the risk dynamics common in its environment. By avoiding an over-reliance on its own journals, the university effectively sidesteps potential conflicts of interest and academic endogamy. This practice ensures its scientific production is subjected to independent external peer review, which is crucial for limiting the use of internal channels as "fast tracks" and for enhancing global visibility and competitive validation.
With a Z-score of -0.764, the institution maintains a very low rate of redundant output, performing even better than the low-risk national average (-0.390). This low-profile consistency demonstrates healthy publication habits and aligns with an environment of high scientific integrity. The data suggests that the institution's researchers are not engaging in the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. This focus on publishing significant new knowledge rather than fragmented data strengthens the scientific record and reflects a commitment to quality over quantity.