| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.274 | -0.927 |
|
Retracted Output
|
-0.390 | 0.279 |
|
Institutional Self-Citation
|
-1.183 | 0.520 |
|
Discontinued Journals Output
|
0.059 | 1.099 |
|
Hyperauthored Output
|
-0.953 | -1.024 |
|
Leadership Impact Gap
|
2.491 | -0.292 |
|
Hyperprolific Authors
|
3.807 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.227 | 0.720 |
Mahatma Gandhi University demonstrates a generally positive scientific integrity profile, reflected in an overall score of 0.228. The institution exhibits notable strengths in maintaining very low rates of retracted output, institutional self-citation, and publication in its own journals, indicating robust internal quality controls and a commitment to external validation. However, this solid foundation is contrasted by significant risks in specific areas, particularly an exceptionally high rate of hyperprolific authors and a medium-risk gap between its overall research impact and the impact of work where it holds intellectual leadership. According to SCImago Institutions Rankings data, the University's strongest thematic areas include Energy (ranked 10th in India), Pharmacology, Toxicology and Pharmaceutics (21st), Chemistry (35th), and Biochemistry, Genetics and Molecular Biology (39th). These areas of excellence are potentially undermined by the identified integrity risks. The institutional mission to foster "intellectual leadership" and achieve the "highest standards of excellence" is directly challenged by a reliance on external partners for impact and by authorship patterns that may prioritize quantity over the quality of scientific contribution. To fully align its operational practices with its strategic vision, the University should focus on implementing targeted policies that address authorship ethics and cultivate greater internal capacity for high-impact, leadership-driven research.
The institution presents a Z-score of -0.274, while the national average is -0.927. This slight divergence indicates that while the country as a whole shows virtually no signals of this risk, the University exhibits a minor, low-level presence of this activity. Although multiple affiliations are often a legitimate result of researcher mobility or partnerships, this minimal signal suggests a need for awareness. It serves as a reminder to ensure that all affiliations are transparent and reflect substantive contributions, preventing any potential for strategic "affiliation shopping" aimed at inflating institutional credit.
With a Z-score of -0.390, the institution stands in stark contrast to the national average of 0.279. This demonstrates a clear case of preventive isolation, where the University does not replicate the moderate risk dynamics observed across the country. A high rate of retractions can suggest systemic failures in pre-publication quality control. Therefore, the institution's very low score is a positive indicator of effective supervision and a strong integrity culture, successfully preventing the types of recurring malpractice or lack of methodological rigor that may be more prevalent in the wider national environment.
The institution's Z-score is -1.183, significantly below the national average of 0.520. This result points to a commendable disconnection from the moderate risk of self-citation present at the country level. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers'. The University's very low score suggests its academic influence is validated by the global community rather than through internal dynamics, effectively avoiding the risk of endogamous impact inflation and demonstrating robust engagement with external scientific discourse.
The institution has a Z-score of 0.059, which, while indicating a medium risk, is substantially lower than the national average of 1.099. This reflects a differentiated management approach, where the University successfully moderates a risk that is far more common across the country. Publishing in discontinued journals can expose an institution to severe reputational damage by associating it with media that fail to meet international ethical or quality standards. The University's ability to maintain a lower rate than its national peers suggests that its researchers exercise greater due diligence in selecting dissemination channels, though continued vigilance is necessary to fully eliminate this risk.
The institution's Z-score of -0.953 is slightly higher than the national average of -1.024. Although both scores fall within the low-risk category, this subtle difference signals an incipient vulnerability. The University shows marginally more activity in this area than its national context, warranting a review before it escalates. While extensive author lists are legitimate in 'Big Science' collaborations, this indicator serves as a signal to ensure that authorship practices remain transparent and accountable across all disciplines, preventing the dilution of individual responsibility or the rise of 'honorary' authorship.
With a Z-score of 2.491, the institution shows a moderate deviation from the national standard, which has a low-risk score of -0.292. This wide positive gap signals a potential sustainability risk, suggesting that the institution's scientific prestige may be more dependent and exogenous than is typical for its peers. A high value here indicates that its excellence metrics could be resulting from strategic positioning in collaborations where it does not exercise intellectual leadership, rather than from its own structural capacity. This invites a strategic reflection on how to foster more home-grown, high-impact research to ensure long-term scientific autonomy.
The institution's Z-score of 3.807 represents a severe discrepancy when compared to the national average of -0.067. This atypical and significant risk level requires a deep integrity assessment. Extreme individual publication volumes challenge the limits of human capacity for meaningful intellectual contribution. This critical indicator alerts to potential imbalances between quantity and quality, pointing to serious risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation. It is urgent to investigate these dynamics, which prioritize metrics over the integrity of the scientific record.
The institution's Z-score of -0.268 is almost identical to the national average of -0.250. This demonstrates perfect integrity synchrony, with the University's practices fully aligned with a national environment of maximum security in this area. Excessive dependence on in-house journals can raise conflicts of interest and signal academic endogamy. The very low scores for both the institution and the country confirm that scientific production is consistently channeled through external, independent peer-review processes, ensuring competitive validation and global visibility.
The institution shows a low-risk Z-score of -0.227, while the national average is 0.720, indicating a medium-risk environment. This difference highlights the institution's resilience, as its internal control mechanisms appear to effectively mitigate the systemic risks present in the country. A high rate of bibliographic overlap often indicates 'salami slicing'—the practice of dividing a study into minimal units to inflate productivity. The University's low score suggests a culture that prioritizes the publication of significant new knowledge over the artificial inflation of output volume, thereby protecting the integrity of the scientific evidence base.
