| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.570 | -0.927 |
|
Retracted Output
|
-0.043 | 0.279 |
|
Institutional Self-Citation
|
-1.476 | 0.520 |
|
Discontinued Journals Output
|
0.355 | 1.099 |
|
Hyperauthored Output
|
0.031 | -1.024 |
|
Leadership Impact Gap
|
1.145 | -0.292 |
|
Hyperprolific Authors
|
-0.192 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.292 | 0.720 |
King Georges Medical University demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.174. The institution exhibits significant strengths and operational excellence in key areas, maintaining very low-risk levels for Multiple Affiliations, Institutional Self-Citation, and Output in Institutional Journals. Furthermore, it shows notable resilience by effectively mitigating national risk trends related to Retracted Output and Redundant Output. Areas requiring strategic attention include a moderate sensitivity to Hyper-Authored Output, a dependency on external collaborations for impact, and a discernible rate of publication in discontinued journals. These findings are contextualized by the university's outstanding performance in the SCImago Institutions Rankings, particularly its national leadership in Dentistry (ranked 4th in India) and Psychology (ranked 4th in India). While the identified vulnerabilities are moderate, they present a potential friction with the institutional mission to "Generate outstanding leaders" and achieve "excellence in education" and "high quality" research. A dependency on external leadership for impact, for instance, could challenge the goal of fostering homegrown leaders. By leveraging its strong integrity framework to address these specific areas, the university can further solidify its reputation for excellence and ensure its research practices are fully aligned with its ambitious vision for global leadership in health sciences.
The institution's Z-score of -1.570 for multiple affiliations is significantly lower than the national average of -0.927, indicating a complete absence of risk signals in this area. This result suggests that the university's affiliation practices are exceptionally clear and transparent, operating even more conservatively than the already low-risk national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university’s data, however, points to a well-governed system that avoids any ambiguity related to "affiliation shopping," reinforcing a culture of straightforward academic attribution.
With a Z-score of -0.043, the institution maintains a low-risk profile for retracted publications, contrasting sharply with the medium-risk level observed nationally (Z-score: 0.279). This demonstrates institutional resilience, suggesting that internal control mechanisms are successfully mitigating broader systemic risks present in the country. A high rate of retractions can alert to a vulnerability in an institution's integrity culture, but this university's performance indicates that its quality control and supervision mechanisms prior to publication are robust and effective, preventing the systemic failures in methodological rigor or potential malpractice that may be more prevalent elsewhere.
The university exhibits a Z-score of -1.476, a very low-risk signal that reflects a state of preventive isolation from the medium-risk dynamics observed at the national level (Z-score: 0.520). This strong performance indicates that the institution does not replicate the concerning self-citation patterns present in its environment. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers.' The university’s extremely low score confirms its work is validated by the broader scientific community, avoiding any risk of endogamous impact inflation and demonstrating that its academic influence is driven by global recognition, not internal dynamics.
The institution's Z-score of 0.355 places it at a medium-risk level, though it demonstrates differentiated management compared to the national average, which is also at a medium-risk level but with a higher score of 1.099. This indicates that while the university is not immune to this issue, it moderates a risk that appears more common across the country. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. The university's score suggests a need to reinforce information literacy and guidance for researchers to avoid channeling work through media that may not meet international ethical or quality standards, thereby protecting institutional reputation and resources from 'predatory' practices.
A moderate deviation from the national standard is observed, with the university showing a medium-risk Z-score of 0.031 while the country maintains a low-risk profile (Z-score: -1.024). This suggests the institution exhibits greater sensitivity to factors leading to hyper-authorship than its peers. When extensive author lists appear outside 'Big Science' contexts, they can indicate author list inflation, which dilutes individual accountability and transparency. This signal warrants a review of authorship practices to ensure they distinguish between necessary massive collaboration and 'honorary' attributions, thereby reinforcing the integrity of the research record.
The university's Z-score of 1.145 indicates a medium-risk level, representing a moderate deviation from the low-risk national average (Z-score: -0.292). This wide positive gap suggests the institution is more sensitive than its peers to a dependency on external partners for impact. A high value in this indicator signals a sustainability risk, where scientific prestige may be more exogenous than structural. This finding invites a strategic reflection on whether the university's excellence metrics result from its own internal capacity or from its positioning in collaborations where it does not exercise intellectual leadership, highlighting an opportunity to strengthen its role in driving high-impact research.
The institution displays a prudent profile with a low-risk Z-score of -0.192, which is more rigorous than the national standard (Z-score: -0.067). This indicates that the university manages its processes effectively, with fewer instances of extreme individual publication volumes. While high productivity can be legitimate, hyperprolificacy can signal imbalances between quantity and quality, pointing to risks like coercive authorship or authorship assigned without real participation. The university's controlled performance in this area suggests its research environment prioritizes meaningful intellectual contribution over the inflation of publication metrics.
With a Z-score of -0.268, the university is in total alignment with the national environment (Z-score: -0.250), which is characterized by maximum scientific security in this domain. This integrity synchrony demonstrates a shared commitment to avoiding the risks associated with excessive reliance on in-house journals. Such a practice can create conflicts of interest and academic endogamy, where production bypasses independent external peer review. The university's very low rate confirms its focus on global visibility and standard competitive validation for its research output, avoiding the use of internal channels as 'fast tracks' to inflate publication counts.
The institution shows a low-risk Z-score of -0.292, demonstrating institutional resilience against the medium-risk trend observed at the national level (Z-score: 0.720). This suggests that the university's control mechanisms are effective in mitigating the risk of 'salami slicing.' This practice, which involves dividing a single study into minimal publishable units to inflate productivity, distorts scientific evidence and overburdens the review system. The university's strong performance indicates a culture that prioritizes the publication of significant new knowledge over the artificial inflation of output volume.
