| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.151 | -0.062 |
|
Retracted Output
|
-0.616 | -0.050 |
|
Institutional Self-Citation
|
-0.016 | 0.045 |
|
Discontinued Journals Output
|
-0.545 | -0.024 |
|
Hyperauthored Output
|
-0.605 | -0.721 |
|
Leadership Impact Gap
|
-0.673 | -0.809 |
|
Hyperprolific Authors
|
0.277 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Great Bay University presents a robust scientific integrity profile, with an overall risk score of -0.202 that indicates a performance well-aligned with best practices. The institution demonstrates exceptional strengths in maintaining low rates of retracted output, redundant publications, and output in discontinued or institutional journals, often outperforming national benchmarks. These areas of excellence suggest a strong internal culture of quality control and ethical dissemination. However, attention is warranted for the Rate of Multiple Affiliations and the Rate of Hyperprolific Authors, which register as medium-level risks. According to SCImago Institutions Rankings data, the university's academic strengths are most prominent in Environmental Science, Energy, Computer Science, and Engineering. While a specific mission statement was not available for analysis, the identified risks, particularly those related to authorship and affiliation transparency, could potentially challenge the principles of excellence and social responsibility inherent to any leading academic institution. A proactive review of authorship and affiliation policies is recommended to fortify the university's already strong foundation and ensure its reputational integrity aligns with its notable research achievements.
The institution exhibits a Z-score of 2.151 in this area, a notable contrast to the national average of -0.062. This moderate deviation suggests the university is more sensitive to this particular risk factor than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate signals a need for review. A disproportionately high value can be an indicator of strategic attempts to inflate institutional credit or "affiliation shopping," practices that can obscure the true origin of research contributions and dilute institutional identity. It is advisable to examine the nature of these affiliations to ensure they reflect genuine, substantive collaborations.
With a Z-score of -0.616, the institution demonstrates an exceptionally low rate of retracted publications, which is consistent with the low-risk national environment (Z-score: -0.050). This absence of risk signals is a strong positive indicator. Retractions are complex events, but a rate significantly below the average, as seen here, suggests that the university's quality control mechanisms prior to publication are functioning effectively. This result points to a healthy integrity culture and a high degree of methodological rigor, reinforcing the reliability of its scientific output.
The university's Z-score of -0.016 indicates a low level of institutional self-citation, a positive finding that shows resilience against the medium-risk trend observed at the national level (Z-score: 0.045). This suggests that the institution's control mechanisms are successfully mitigating a systemic risk prevalent in its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, by maintaining a low rate, the university avoids the creation of scientific 'echo chambers' and the risk of endogamous impact inflation, demonstrating that its academic influence is validated by the broader global community rather than primarily by internal dynamics.
The institution's Z-score of -0.545 is a clear signal of positive performance, aligning with and improving upon the low-risk national context (Z-score: -0.024). This very low rate indicates that the university's researchers exercise strong due diligence in selecting dissemination channels for their work. By avoiding journals that do not meet international ethical or quality standards, the institution effectively safeguards its reputation and ensures its research investment is directed toward credible and impactful venues, steering clear of 'predatory' or low-quality practices.
With a Z-score of -0.605, the institution's rate of hyper-authored output is slightly higher than the national average of -0.721, though both fall within a low-risk range. This subtle difference points to an incipient vulnerability that warrants observation before it escalates. In specific 'Big Science' fields, extensive author lists are standard. However, this signal suggests a need to ensure that authorship practices across all disciplines are transparent and reflect genuine intellectual contribution, thereby preventing potential author list inflation that could dilute individual accountability.
The institution registers a Z-score of -0.673, indicating a slight divergence from the national baseline, which shows a very low-risk score of -0.809. This suggests the university shows minor signals of risk activity in an area where the national context is largely inert. A wide positive gap can signal a sustainability risk, where an institution's scientific prestige is overly dependent on external partners rather than its own structural capacity. While the current level is low, this divergence invites reflection on building internal capacity to ensure that excellence metrics are a direct result of research where the institution exercises intellectual leadership.
The university's Z-score for hyperprolific authors is 0.277, which, while indicating a medium-level risk, is notably lower than the national average of 0.425. This demonstrates a differentiated management approach, where the institution appears to be moderating a risk that is more pronounced across the country. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or the assignment of authorship without real participation. The university's relative containment of this indicator is a positive sign of its commitment to prioritizing the integrity of the scientific record over sheer volume.
With a Z-score of -0.268, the institution shows a very low reliance on its own journals, a rate that is well-aligned with the low-risk national environment (Z-score: -0.010). This is an indicator of strong scientific practice. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent external peer review. The university's low score demonstrates a commitment to global visibility and competitive validation, avoiding the use of internal channels as potential 'fast tracks' to inflate publication counts.
The institution's Z-score of -1.186 signifies a state of total operational silence in this risk indicator, performing significantly better than the already very low national average of -0.515. This is an area of exceptional strength. Massive bibliographic overlap between publications can indicate data fragmentation or 'salami slicing'—the practice of dividing a study into minimal units to artificially inflate productivity. The university's extremely low score suggests a robust institutional policy, formal or informal, that promotes the publication of complete, significant studies, thereby strengthening the scientific evidence base and respecting the academic review system.
