| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.278 | -0.927 |
|
Retracted Output
|
-0.165 | 0.279 |
|
Institutional Self-Citation
|
-1.974 | 0.520 |
|
Discontinued Journals Output
|
0.074 | 1.099 |
|
Hyperauthored Output
|
-0.002 | -1.024 |
|
Leadership Impact Gap
|
5.485 | -0.292 |
|
Hyperprolific Authors
|
-1.413 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.282 | 0.720 |
Indira Gandhi Medical College presents a largely robust scientific integrity profile, with an overall score of -0.169 indicating performance near the expected baseline. The institution demonstrates exceptional control over risks associated with academic endogamy and authorship practices, with very low rates of Institutional Self-Citation, Multiple Affiliations, and Hyperprolific Authors. Furthermore, it shows commendable resilience by maintaining low rates of Retracted Output and Redundant Output, effectively mitigating systemic risks prevalent at the national level. However, the profile is marked by one critical vulnerability: a significant gap between the impact of its total output and the impact of research where it holds a leadership role, suggesting a potential over-reliance on external collaborations for scientific prestige. According to SCImago Institutions Rankings data, the institution holds a notable position in Medicine. While the institution's specific mission statement was not available for this analysis, the critical risk concerning leadership impact poses a direct challenge to any mission centered on achieving sovereign scientific excellence and sustainable research capacity. An over-reliance on external partners for impact can undermine long-term goals of academic leadership and social responsibility. The institution has a strong foundation of integrity in most operational areas; therefore, the key strategic recommendation is to conduct a focused review of its collaboration policies to foster and showcase genuine internal research leadership, thereby converting dependent prestige into a structural and sustainable asset.
With an institutional Z-score of -1.278 compared to the national average of -0.927, the College demonstrates a complete absence of risk signals in this area, performing even more conservatively than the national standard. This indicates a total operational silence regarding practices that could be perceived as strategic attempts to inflate institutional credit or "affiliation shopping." The data confirms that researcher affiliations are managed with exceptional clarity and transparency, reflecting a stable and well-defined collaborative framework.
The institution exhibits strong institutional resilience, with a low-risk Z-score of -0.165 in stark contrast to the medium-risk national average of 0.279. This suggests that the College's internal quality control mechanisms are effectively mitigating the systemic risks observed elsewhere in the country. While retractions can sometimes signify responsible supervision, the institution's low rate indicates that its pre-publication review processes are robust, preventing the systemic failures or recurring malpractice that a higher score might suggest and reinforcing a strong culture of integrity.
The College achieves a state of preventive isolation from national trends, posting a very low-risk Z-score of -1.974 against a medium-risk country average of 0.520. This commendable result shows the institution does not replicate the risk dynamics prevalent in its environment. A certain level of self-citation is natural, but the College's extremely low rate signals a strong outward-looking research culture, free from the scientific 'echo chambers' that can lead to endogamous impact inflation. This confirms that the institution's academic influence is validated by the global community, not just internal dynamics.
With a Z-score of 0.074, the institution demonstrates differentiated management of a risk that is more pronounced at the national level (Z-score: 1.099). Although both are in the medium-risk category, the College is successfully moderating a practice that appears more common across the country. This indicates a more effective due diligence process in selecting dissemination channels. However, the presence of any signal in this area warrants attention, as channeling production through media that fail to meet international standards exposes the institution to reputational risks and suggests a need for enhanced information literacy to avoid predatory practices.
The institution's Z-score of -0.002, while in the low-risk category, is notably higher than the national average of -1.024, signaling an incipient vulnerability. This suggests that the College is beginning to show signals in this area that warrant review before they escalate. While extensive author lists are legitimate in "Big Science," a rising trend outside these contexts can indicate author list inflation, which dilutes individual accountability. This serves as an early signal to monitor authorship practices and ensure they reflect genuine collaboration rather than honorary or political attributions.
A critical finding of this report is the severe discrepancy in this indicator, where the institution has a Z-score of 5.485, an absolute outlier compared to the low-risk national average of -0.292. This atypical risk activity requires a deep integrity assessment. Such a wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a significant sustainability risk. It strongly suggests that the College's scientific prestige is dependent and exogenous, not structural. An urgent review is needed to determine if its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution demonstrates low-profile consistency, with a Z-score of -1.413 indicating a complete absence of risk signals, which aligns with the low-risk national standard (Z-score: -0.067). This confirms that the College is not exposed to the risks associated with extreme individual publication volumes, which can challenge the limits of meaningful intellectual contribution. The data suggests a healthy balance between quantity and quality, avoiding dynamics like coercive authorship or the assignment of authorship without real participation that prioritize metrics over scientific integrity.
A state of integrity synchrony is observed in this indicator, with the institution's Z-score of -0.268 being in total alignment with the national average of -0.250. This reflects a shared environment of maximum scientific security regarding this practice. The very low score indicates that the College avoids excessive dependence on its own journals, thus preventing potential conflicts of interest where an institution acts as both judge and party. This commitment to external peer review ensures its scientific production undergoes standard competitive validation and enhances its global visibility.
The College again demonstrates institutional resilience, with a low-risk Z-score of -0.282, effectively countering the medium-risk trend seen at the national level (Z-score: 0.720). This suggests that institutional control mechanisms are successfully preventing the practice of dividing coherent studies into minimal publishable units to artificially inflate productivity. By maintaining a low rate of bibliographic overlap, the institution upholds the integrity of the scientific record and prioritizes the generation of significant new knowledge over mere volume.
