Khyber Medical College

EXECUTIVE SUMMARY AND STRATEGIC VISION

Khyber Medical College demonstrates a complex and dualistic scientific integrity profile, with an overall risk score of 2.765. The institution exhibits exceptional strengths in maintaining low-risk practices related to authorship and citation, effectively insulating itself from several adverse national trends. Key areas of robust governance include a very low rate of institutional self-citation, minimal redundant output, and a near-absence of hyperprolific authors, reflecting a culture that prioritizes quality and transparency. However, this positive performance is critically undermined by two significant vulnerabilities: an extreme over-reliance on its own institutional journals for publication and a substantial gap between its overall research impact and the impact of work where it holds intellectual leadership. These practices directly challenge the core values of "integrity," "honesty," and "professionalism" stated in its mission. While the institution's thematic ranking in Medicine (44th in Pakistan according to SCImago Institutions Rankings data) confirms its central role in the field, the identified risks suggest that its perceived influence may be inflated by endogamous practices and dependent on external collaborators. To fully align its operational conduct with its aspirational mission, it is recommended that the College undertake a strategic review of its publication channels and collaboration models to foster greater external validation and build a more sustainable, independent research capacity.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

The institution presents a Z-score of -1.617, which is significantly lower than the national average of -0.021. This result indicates a state of low-profile consistency, where the complete absence of risk signals surpasses even the low-risk national standard. This suggests that the institution's affiliation practices are exceptionally clear and transparent. While multiple affiliations can be a legitimate outcome of researcher mobility or partnerships, the College's very low rate confirms that its institutional credit is not being strategically inflated through "affiliation shopping," reflecting a straightforward and unambiguous representation of its collaborative footprint.

Rate of Retracted Output

With a Z-score of -0.137, the institution maintains a low-risk profile in stark contrast to the country's significant-risk average of 1.173. This marked difference demonstrates the presence of an effective filter, positioning the institution as a firewall against the systemic risk practices observed at the national level. A high rate of retractions can suggest that quality control mechanisms are failing prior to publication. However, the College's ability to maintain a low rate in a high-risk environment indicates that its internal supervision, methodological rigor, and integrity culture are robust, successfully preventing the recurring malpractice or errors that appear to be more prevalent across the country.

Rate of Institutional Self-Citation

The institution's Z-score for this indicator is -1.916, an exceptionally low value compared to the national average of -0.059. This demonstrates a pattern of low-profile consistency, where the institution's performance aligns with a risk-free environment and even improves upon the national standard. A certain level of self-citation is natural, but the College's minimal rate strongly suggests that it avoids the 'echo chambers' and scientific isolation that can arise from excessive self-validation. This is a clear indicator of healthy integration into the global scientific community, where its work is recognized and built upon by external peers rather than having its impact inflated by internal dynamics.

Rate of Output in Discontinued Journals

The institution exhibits a Z-score of 1.560, which is notably higher than the national average of 0.812, although both fall within the medium-risk category. This indicates a high exposure to risk, suggesting the College is more prone than its national peers to publishing in questionable outlets. A high proportion of output in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score suggests that a segment of the institution's scientific production is being channeled through media that may not meet international ethical or quality standards, creating reputational risks and pointing to a need for improved information literacy to avoid predatory or low-quality practices.

Rate of Hyper-Authored Output

With a Z-score of -0.990, the institution shows a lower rate of hyper-authored publications than the national average of -0.681. This prudent profile indicates that the College manages its authorship processes with more rigor than the national standard. While extensive author lists are legitimate in 'Big Science,' their appearance outside these contexts can signal author list inflation. The institution's controlled rate suggests a healthy approach to authorship, effectively distinguishing between necessary large-scale collaboration and practices like 'honorary' authorship, thereby maintaining individual accountability and transparency.

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

The institution's Z-score of 3.798 is at a significant risk level and dramatically higher than the country's medium-risk average of 0.218. This represents a clear risk accentuation, where the College amplifies a vulnerability already present in the national system. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a critical sustainability risk. This score suggests that the institution's scientific prestige is heavily dependent and exogenous, not structural. It raises urgent questions about whether its excellence metrics stem from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership.

Rate of Hyperprolific Authors

The institution records a Z-score of -1.413, indicating a very low risk, in sharp contrast to the national medium-risk average of 0.267. This pattern signifies a preventive isolation, where the College does not replicate the risk dynamics observed in its environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or a focus on quantity over quality. The institution's near-absence of this indicator is a strong positive signal, suggesting a balanced and healthy research environment where productivity is not pursued at the expense of scientific integrity.

Rate of Output in Institutional Journals

With an exceptionally high Z-score of 28.119, the institution presents a critical anomaly, making it an absolute outlier in a national environment where this practice is almost non-existent (country average: -0.157). An urgent process audit is required. Excessive dependence on in-house journals raises severe conflicts of interest, as the institution acts as both judge and party. This extreme score warns of systemic academic endogamy, where a vast portion of scientific output may be bypassing independent external peer review. This practice severely limits global visibility and strongly indicates the use of internal channels as 'fast tracks' to inflate publication records without standard competitive validation.

Rate of Redundant Output

The institution's Z-score of -1.186 is well within the very low-risk category and is lower than the national average of -0.339. This result reflects a low-profile consistency, aligning with a secure scientific environment. Massive bibliographic overlap between publications often indicates data fragmentation or 'salami slicing' to artificially inflate productivity. The College's very low score in this area is a positive indicator of its commitment to publishing complete and significant studies, thereby contributing substantial new knowledge rather than distorting the scientific record with redundant, minimally publishable units.