| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.291 | -0.927 |
|
Retracted Output
|
-0.653 | 0.279 |
|
Institutional Self-Citation
|
2.232 | 0.520 |
|
Discontinued Journals Output
|
0.016 | 1.099 |
|
Hyperauthored Output
|
-1.088 | -1.024 |
|
Leadership Impact Gap
|
2.558 | -0.292 |
|
Hyperprolific Authors
|
2.199 | -0.067 |
|
Institutional Journal Output
|
-0.268 | -0.250 |
|
Redundant Output
|
-0.093 | 0.720 |
RC Patel Institute of Pharmaceutical Education and Research presents a balanced integrity profile, with an overall score of 0.052 that reflects a solid operational foundation alongside specific vulnerabilities requiring strategic intervention. The institution demonstrates notable strengths in maintaining very low rates of retracted output, multiple affiliations, and publication in its own journals, indicating robust quality control and governance. However, areas of concern emerge in the form of medium-risk signals for institutional self-citation, a significant gap between its overall impact and the impact of research it leads, and a high rate of hyperprolific authors. These challenges stand in contrast to its strong thematic positioning, particularly in Pharmacology, Toxicology and Pharmaceutics, as evidenced by SCImago Institutions Rankings data. The institution's mission to provide "high quality Pharmacy education" and groom "responsible" professionals is directly challenged by integrity risks that suggest a potential focus on metric inflation over substantive scientific contribution. To fully align its practices with its mission of excellence and social responsibility, it is recommended that the institution focuses on fostering a culture that prioritizes genuine academic influence and sustainable internal leadership over quantitative output.
The institution demonstrates an exemplary profile in this area, with a Z-score of -1.291 that is even lower than the national average of -0.927. This indicates a complete absence of risk signals related to affiliation management. While multiple affiliations can be legitimate, the institution's data suggests its collaborative framework is structured with exceptional clarity, effectively preventing any perception of strategic "affiliation shopping" or attempts to artificially inflate institutional credit.
With a Z-score of -0.653, the institution effectively insulates itself from the moderate risk of retractions observed nationally (Z-score of 0.279). This performance suggests the institution has successfully implemented robust pre-publication quality control and supervision mechanisms. A high rate of retractions can signal systemic failures in integrity, but this institution's very low score points to a responsible culture of methodological rigor that prevents recurring malpractice and protects the scientific record.
The institution shows a high exposure to this risk, with a Z-score of 2.232 that is significantly above the national average of 0.520. This elevated rate suggests a greater tendency toward internal citation patterns compared to its peers. While a certain level of self-citation reflects research continuity, this disproportionately high value warns of potential scientific isolation or an "echo chamber" dynamic. This practice risks creating an endogamous inflation of impact, where the institution's academic influence may be oversized by internal validation rather than recognition from the global scientific community.
The institution exhibits differentiated and effective management in its choice of publication venues, with a Z-score of 0.016, in stark contrast to the national average of 1.099. This demonstrates a superior level of due diligence, successfully moderating a risk that appears common in the country. By avoiding journals that fail to meet international ethical or quality standards, the institution protects its reputation and ensures its research resources are not wasted on "predatory" or low-impact channels, reflecting strong information literacy.
With a Z-score of -1.088, the institution maintains a prudent profile that is slightly more rigorous than the national standard (-1.024). This indicates that authorship practices are well-managed and do not show signs of inflation. In fields where large author lists are not the norm, this control is crucial for ensuring individual accountability and transparency, effectively distinguishing between necessary massive collaboration and questionable "honorary" authorship practices.
A moderate deviation from the national trend is observed, with the institution's Z-score of 2.558 indicating a greater sensitivity to this risk compared to the country's average of -0.292. This wide positive gap suggests a potential sustainability risk, where the institution's overall scientific prestige may be highly dependent on external partners. It invites a critical reflection on whether its high-impact metrics are the result of genuine internal capacity or a strategic positioning in collaborations where it does not exercise intellectual leadership.
The institution shows a greater sensitivity to risks associated with hyperprolificity than its national peers, with a Z-score of 2.199 against a country average of -0.067. This alert signals a potential imbalance between the quantity and quality of output from some researchers. Extreme individual publication volumes challenge the limits of meaningful intellectual contribution and can point to underlying risks such as coercive authorship or "salami slicing," where the focus shifts from the integrity of the scientific record to the inflation of personal metrics.
The institution is in perfect synchrony with an environment of maximum scientific security, with its Z-score of -0.268 being nearly identical to the national average of -0.250. This alignment demonstrates that there is no excessive dependence on in-house journals, a practice that can create conflicts of interest and academic endogamy. By ensuring its output undergoes independent external peer review, the institution promotes global visibility and avoids using internal channels as "fast tracks" for publication without standard competitive validation.
Displaying strong institutional resilience, the institution's Z-score of -0.093 is significantly lower than the national average of 0.720. This suggests that internal control mechanisms are effectively mitigating the risk of data fragmentation, a practice that is more common in the wider national system. This performance indicates a culture that prioritizes the publication of coherent, significant studies over the artificial inflation of productivity through "salami slicing," thereby upholding the integrity of the scientific evidence base.
