| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.328 | 0.829 |
|
Retracted Output
|
-0.456 | 0.151 |
|
Institutional Self-Citation
|
-0.735 | 0.104 |
|
Discontinued Journals Output
|
-0.124 | 2.518 |
|
Hyperauthored Output
|
-0.304 | -0.746 |
|
Leadership Impact Gap
|
1.701 | 0.845 |
|
Hyperprolific Authors
|
1.613 | 1.150 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
-0.366 | 0.351 |
The College of Medicine and Medical Sciences demonstrates a strong overall integrity profile, with a global risk score of 0.020 indicating a healthy and well-managed research environment. The institution's primary strengths are evident in its exceptionally low rates of retracted output and publications in institutional journals, alongside effective mitigation of risks related to self-citation, redundant output, and publishing in discontinued journals, where it performs significantly better than the national average. However, areas requiring strategic attention include the medium-risk indicators for the impact gap in led research, the rate of hyperprolific authors, and multiple affiliations, where the College shows higher exposure than its national peers. These findings are contextualized by the institution's outstanding thematic performance, as evidenced by SCImago Institutions Rankings data, which places it among the top institutions in Bahrain for Medicine (Top 3), Pharmacology, Toxicology and Pharmaceutics (Top 2), and Psychology (Top 2). This academic excellence aligns with its mission to prepare health cadres with "global competencies" and conduct research on regional health priorities. Nevertheless, the identified risks, particularly the dependency on external collaborations for impact, could challenge the long-term sustainability of its intellectual leadership. To fully realize its mission, the College should focus on developing targeted policies to address these vulnerabilities, thereby ensuring that its operational practices are in complete alignment with its commitment to excellence and social responsibility.
The institution's Z-score of 0.328, while indicating a medium risk level, is notably lower than the national average of 0.829. This suggests a differentiated management approach, where the College successfully moderates a risk that is more pronounced across the country. While multiple affiliations are often a legitimate result of partnerships, the institution's more controlled rate indicates a reduced exposure to strategic attempts to inflate institutional credit or "affiliation shopping," thereby ensuring a more accurate representation of its collaborative contributions.
With a Z-score of -0.456, the institution exhibits an exceptionally low rate of retracted publications, demonstrating a preventive isolation from the medium-risk dynamics observed at the national level (Z-score: 0.151). This strong performance signals that the institution's quality control mechanisms and pre-publication supervision are highly effective. Such a low rate, significantly better than the global average, reinforces a robust culture of integrity and methodological rigor, suggesting that potential malpractice or a lack of rigor are not systemic vulnerabilities.
The institution shows a low-risk profile with a Z-score of -0.735, contrasting with the medium-risk trend at the national level (Z-score: 0.104). This demonstrates institutional resilience, as internal control mechanisms appear to successfully mitigate a systemic risk prevalent in the country. A certain level of self-citation is natural; however, the College's low rate indicates it is not operating in a scientific 'echo chamber.' This suggests that the institution's academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics.
The College maintains a low-risk Z-score of -0.124, showcasing institutional resilience against the medium-risk national average of 2.518. This significant positive deviation indicates that the institution acts as an effective filter against problematic publishing practices. A low proportion of output in such journals is a critical sign of due diligence in selecting dissemination channels, protecting the institution from the severe reputational risks associated with 'predatory' or low-quality media and ensuring research resources are not wasted.
With a Z-score of -0.304, the institution's rate is higher than the national average of -0.746, even though both fall within the low-risk category. This points to an incipient vulnerability, as the College shows signals that warrant review before they potentially escalate. While extensive author lists are legitimate in 'Big Science,' this indicator serves as a signal to ensure that authorship practices remain transparent and accountable, distinguishing between necessary massive collaboration and any potential for 'honorary' authorship that could dilute individual responsibility.
The institution's Z-score of 1.701 is considerably higher than the national average of 0.845, indicating a high exposure to this risk factor. This wide positive gap suggests that while the institution's overall impact is high, the impact of research where it holds intellectual leadership is comparatively low, signaling a potential sustainability risk. This high value suggests that its scientific prestige may be heavily dependent on external partners, prompting a strategic reflection on whether its excellence metrics stem from genuine internal capacity or from a supporting role in collaborations.
The institution presents a Z-score of 1.613, which is higher than the national average of 1.150, signaling high exposure to this risk. This suggests the College is more prone than its national peers to dynamics where a small number of authors produce extreme publication volumes. While high productivity can reflect leadership, this level of activity alerts to potential imbalances between quantity and quality. It points to risks such as coercive authorship or the assignment of authorship without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is identical to the national average, placing both in the very low-risk category. This reflects a perfect integrity synchrony with an environment of maximum scientific security in this domain. The minimal reliance on in-house journals demonstrates a commitment to independent external peer review, which enhances the global visibility and competitive validation of its research. This practice avoids potential conflicts of interest and the risk of academic endogamy, reinforcing the credibility of its scientific output.
With a low-risk Z-score of -0.366, the institution demonstrates strong institutional resilience compared to the medium-risk national average of 0.351. This indicates that its control mechanisms are effectively mitigating the risk of data fragmentation or 'salami slicing.' By maintaining a low rate of bibliographic overlap between publications, the College shows a commitment to publishing significant new knowledge rather than artificially inflating productivity, a practice that distorts scientific evidence and overburdens the review system.
