CGC University, Mohali

EXECUTIVE SUMMARY AND STRATEGIC VISION

CGC University, Mohali, demonstrates a robust scientific integrity profile, reflected in an overall risk score of -0.480. The institution exhibits exceptional control over potential research malpractice, with very low risk signals in areas such as institutional self-citation, hyperprolific authorship, and redundant output, effectively insulating itself from broader national vulnerabilities. This strong governance framework supports its mission to foster "exemplary work." The university's thematic strengths are particularly notable in Medicine; Pharmacology, Toxicology and Pharmaceutics; and Environmental Science, where it holds a strong national position according to SCImago Institutions Rankings data. However, a medium-risk signal in the use of discontinued journals presents a strategic challenge, potentially undermining the "impactful contributions" aspired to in its mission by associating research with low-quality publication channels. To fully align its operational practices with its vision of greatness, the university is encouraged to reinforce its guidance on selecting high-quality dissemination venues, thereby ensuring its scientific output achieves the recognition and impact it deserves.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution shows a complete absence of risk signals in this area, with a Z-score of -1.340 that is even lower than the national average of -0.927. This indicates total operational silence regarding questionable affiliation practices. While multiple affiliations can be legitimate, disproportionately high rates can signal attempts to inflate institutional credit. The university's very low score confirms that its collaborative practices are transparent and free from any indicators of "affiliation shopping," reflecting a sound and ethical approach to representing institutional contributions.

Rate of Retracted Output

With a Z-score of -0.127, the institution maintains a low-risk profile, demonstrating notable resilience when compared to the medium-risk national average of 0.279. This suggests that the university's internal control mechanisms are effectively mitigating systemic risks prevalent in the country. A high rate of retractions can suggest that quality control mechanisms prior to publication may be failing. In this case, the institution's favorable score indicates a healthy integrity culture and robust methodological rigor, where potential errors are likely addressed before they escalate to a formal retraction.

Rate of Institutional Self-Citation

The university operates in a state of preventive isolation from national trends, with a very low-risk Z-score of -1.071, in stark contrast to the medium-risk national environment (0.520). This demonstrates that the institution does not replicate the risk dynamics observed elsewhere in the country. A certain level of self-citation is natural, but high rates can signal 'echo chambers' where work is validated without external scrutiny. The university's score strongly indicates that its academic influence is built on broad community recognition rather than endogamous impact inflation, ensuring its research is validated by the global scientific community.

Rate of Output in Discontinued Journals

The institution presents a medium-risk signal with a Z-score of 0.878, which, while notable, indicates more differentiated management compared to the national average of 1.099. This suggests that while the university is not immune to a challenge common across the country, its internal practices appear to moderate the risk of publishing in questionable venues. This indicator serves as a critical alert regarding due diligence in selecting dissemination channels. The current score indicates that a portion of the university's scientific production is being channeled through media that may not meet international ethical or quality standards, exposing it to reputational risks and suggesting a need to enhance information literacy to avoid 'predatory' practices.

Rate of Hyper-Authored Output

The institution's Z-score of -0.941 places it in the low-risk category, but it reveals an incipient vulnerability as it is slightly higher than the national average of -1.024. This suggests that while the issue is not widespread, the university shows early signals that warrant review before they escalate. Outside of "Big Science" contexts, a high rate of hyper-authorship can indicate author list inflation, diluting individual accountability. The current signal, though minor, serves as a prompt to ensure that authorship practices remain transparent and distinguish between necessary massive collaboration and potentially "honorary" attributions.

Gap between Impact of total output and the impact of output with leadership

The institution demonstrates low-profile consistency, with a very low-risk Z-score of -3.721, which aligns with the low-risk national standard (-0.292). The absence of risk signals in this area is a positive indicator of sustainable research capacity. A wide positive gap can signal that an institution's prestige is dependent on external partners rather than its own intellectual leadership. The university's excellent score indicates that its scientific prestige is structural and results from genuine internal capacity, with a healthy balance between its overall impact and the impact of research where it exercises direct leadership.

Rate of Hyperprolific Authors

With a Z-score of -1.413, the institution shows an absence of risk signals that is consistent with, and even stronger than, the low-risk national standard (-0.067). This indicates a healthy balance between productivity and quality. 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 very low score confirms that its research environment prioritizes the integrity of the scientific record over the inflation of quantitative metrics.

Rate of Output in Institutional Journals

The university's Z-score of -0.268 reflects perfect integrity synchrony with the national environment (-0.250), which is also characterized by maximum scientific security in this area. This total alignment indicates that the institution does not rely on internal publication channels to an extent that would raise concerns. While in-house journals can be valuable, excessive dependence on them may create conflicts of interest and bypass independent peer review. The university's very low score demonstrates a commitment to external validation and global visibility for its research, avoiding academic endogamy.

Rate of Redundant Output

The institution shows a clear pattern of preventive isolation, with a very low-risk Z-score of -0.585 that stands in sharp contrast to the medium-risk national average of 0.720. This indicates the university does not replicate the risk dynamics of data fragmentation observed in its environment. Massive bibliographic overlap between publications can indicate 'salami slicing,' a practice of dividing a study into minimal units to artificially inflate productivity. The university's score confirms that its researchers prioritize the publication of significant new knowledge over volume, thereby upholding the integrity of the scientific evidence base.