| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.023 | -0.927 |
|
Retracted Output
|
-0.343 | 0.279 |
|
Institutional Self-Citation
|
-0.940 | 0.520 |
|
Discontinued Journals Output
|
-0.287 | 1.099 |
|
Hyperauthored Output
|
0.085 | -1.024 |
|
Leadership Impact Gap
|
2.952 | -0.292 |
|
Hyperprolific Authors
|
1.208 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.846 | 0.720 |
Sanjay Gandhi Postgraduate Institute of Medical Sciences presents a balanced integrity profile, with an overall score of -0.106 that reflects significant strengths in research practices alongside specific, targeted areas for strategic improvement. The institution demonstrates exceptional performance by maintaining very low-risk levels in Rate of Institutional Self-Citation, Rate of Redundant Output, and Rate of Multiple Affiliations, effectively isolating itself from national trends that show moderate risk in these areas. This robust foundation is complemented by a resilient approach to managing Retracted Output and publications in Discontinued Journals. However, a cluster of medium-risk indicators related to authorship practices (Hyper-Authored Output, Hyperprolific Authors) and impact dependency (Gap between Impact of total output and the impact of output with leadership) signals a need for policy review. These vulnerabilities, if unaddressed, could potentially undermine the institution's demonstrated excellence in key thematic areas identified by SCImago Institutions Rankings data, including Medicine, Biochemistry, Genetics and Molecular Biology, and Pharmacology, Toxicology and Pharmaceutics. Aligning its integrity policies with a clearly defined institutional mission focused on scientific leadership and excellence will be crucial. By leveraging its solid integrity base to address these specific authorship and impact challenges, the institution can further solidify its reputation as a leader in medical sciences.
With an institutional Z-score of -1.023 compared to the national average of -0.927, the institution exhibits a state of total operational silence regarding this indicator. This performance surpasses even the very low-risk national standard, indicating an exemplary absence of signals associated with affiliation-related risks. While multiple affiliations can be a legitimate outcome of collaboration, disproportionately high rates can sometimes signal strategic attempts to inflate institutional credit. The institution's extremely low score confirms that its collaborative practices are transparent and free from any patterns that might suggest "affiliation shopping," reinforcing a culture of clear and unambiguous academic credit attribution.
The institution's Z-score of -0.343 stands in positive contrast to the country's medium-risk score of 0.279, showcasing a notable degree of institutional resilience. This suggests that internal control mechanisms are effectively mitigating the systemic risks observed at the national level. Retractions are complex events, and a high rate can suggest that quality control mechanisms prior to publication may be failing. By maintaining a low-risk profile in an environment with higher alert levels, the institution demonstrates a strong commitment to methodological rigor and a responsible integrity culture, successfully preventing the types of recurring malpractice or systemic errors that can lead to a high volume of retractions.
A clear case of preventive isolation is evident, with the institution's Z-score at -0.940 (Very Low) while the national average is 0.520 (Medium). This significant gap indicates the institution does not replicate the risk dynamics prevalent in its environment. A certain level of self-citation is natural, reflecting the continuity of research lines. However, the institution's exceptionally low score demonstrates its strong integration into the global scientific conversation, avoiding the "echo chambers" that can arise from high rates of self-citation. This performance confirms that the institution's academic influence is validated by broad external scrutiny rather than being inflated by endogamous internal dynamics.
The institution demonstrates effective institutional resilience, with a low-risk Z-score of -0.287 compared to the country's medium-risk score of 1.099. This suggests that its control mechanisms are successfully mitigating a risk that is more pronounced at the national level. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. The institution's ability to maintain a low rate indicates that its researchers are well-informed and avoid channeling their work through media that may not meet international ethical or quality standards, thereby protecting the institution from the reputational risks associated with "predatory" or low-quality publishing practices.
A moderate deviation from the national standard is observed, with the institution registering a Z-score of 0.085 (Medium) while the country average is -1.024 (Low). This suggests the institution has a greater sensitivity to risk factors related to authorship inflation than its national peers. While extensive author lists are legitimate in "Big Science" disciplines, a higher-than-average rate outside these contexts can be a signal of diluted individual accountability. This discrepancy warrants an internal review to ensure that authorship practices are transparent and to distinguish between necessary large-scale collaboration and potential "honorary" attributions that could compromise research integrity.
The institution shows a moderate deviation from the national trend, with a Z-score of 2.952 (Medium) compared to the country's low-risk score of -0.292. This indicates a greater sensitivity to risks associated with impact dependency. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a potential sustainability risk. The current score suggests that a significant portion of the institution's scientific prestige may be dependent and exogenous, rather than structurally generated from within. This invites a strategic reflection on whether its excellence metrics result from genuine internal capacity or from positioning in collaborations where it does not exercise primary intellectual leadership.
With a Z-score of 1.208 (Medium) against a national average of -0.067 (Low), the institution displays a moderate deviation, showing greater exposure to this risk factor than its peers. While high productivity can reflect leadership, extreme individual publication volumes often challenge the limits of meaningful intellectual contribution. This elevated indicator serves as an alert to potential imbalances between quantity and quality. It points to the need to investigate for risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record.
The institution's Z-score of -0.268, slightly below the country's average of -0.250, reflects total operational silence on this indicator. This performance is even stronger than the very low-risk national standard, demonstrating a complete absence of risk signals. In-house journals can present conflicts of interest, as the institution acts as both judge and party. The institution's negligible rate of publication in its own journals confirms its commitment to independent external peer review, ensuring its scientific production is validated through standard competitive channels and maximizing its global visibility by avoiding any perception of academic endogamy.
The institution achieves a state of preventive isolation, with a Z-score of -0.846 (Very Low) in stark contrast to the national average of 0.720 (Medium). This shows it is not participating in the risk dynamics observed across the country. Massive bibliographic overlap between publications can indicate data fragmentation or "salami slicing," a practice of dividing a study into minimal units to inflate productivity. The institution's extremely low score is a testament to its focus on producing significant, coherent contributions to knowledge, thereby avoiding practices that distort scientific evidence and prioritize volume over substance.
