Agriculture and Forestry University

Region/Country

Asiatic Region
Nepal
Universities and research institutions

Overall

-0.446

Integrity Risk

very low

Indicators relating to the period 2020-2024

Indicator University Z-score Average country Z-score
Multi-affiliation
-0.731 -0.567
Retracted Output
-0.212 -0.207
Institutional Self-Citation
-0.445 -0.676
Discontinued Journals Output
-0.035 1.400
Hyperauthored Output
-0.868 -0.348
Leadership Impact Gap
-0.183 2.037
Hyperprolific Authors
-1.413 -0.801
Institutional Journal Output
-0.268 0.409
Redundant Output
-1.186 -0.756
0 represents the global average
AI-generated summary report

EXECUTIVE SUMMARY AND STRATEGIC VISION

The Agriculture and Forestry University demonstrates an outstanding scientific integrity profile, characterized by a globally low-risk performance (Overall Score: -0.446) and a consistent adherence to best practices across all monitored indicators. The institution exhibits remarkable strengths in mitigating risks associated with hyperprolific authorship, publication in institutional journals, and redundant output, maintaining a 'very low' risk status in these critical areas. This robust integrity framework is particularly noteworthy when contrasted with national trends, where the University effectively insulates itself from systemic vulnerabilities such as reliance on discontinued journals and impact dependency. This performance strongly aligns with its mission to produce "competent manpower" and advance research, as excellence in its core thematic areas—where it ranks as a national leader in Veterinary (1st), Agricultural and Biological Sciences (2nd), and Environmental Science (3rd) according to SCImago Institutions Rankings data—is fundamentally supported by a culture of ethical and methodologically sound research. Upholding these high standards is not merely a compliance exercise but a strategic asset that validates the credibility of its research and the quality of its graduates, directly fulfilling its commitment to responsible development in agriculture and allied disciplines. The recommendation is to formalize and leverage these implicit strengths into explicit institutional policies, ensuring this culture of integrity continues to be a cornerstone of its academic identity and leadership.

ANALYSIS BY INDICATOR

Rate of Multiple Affiliations

With a Z-score of -0.731, the institution displays a risk level for multiple affiliations that is not only low but also more controlled than the national average of -0.567. This prudent profile suggests that the university manages its collaborative and affiliation processes with greater rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's controlled rate indicates a successful avoidance of strategic "affiliation shopping" or other practices aimed at artificially inflating institutional credit, ensuring that declared affiliations reflect genuine and substantial collaboration.

Rate of Retracted Output

The institution's Z-score for retracted output is -0.212, a value that is statistically normal and almost identical to the national average of -0.207. This alignment indicates that the university's rate of retractions is as expected for its context and size, reflecting a healthy scientific ecosystem. Retractions can be complex events, and a low, stable rate like this one does not signal systemic failures in pre-publication quality control. Instead, it suggests that the institution's supervisory and corrective mechanisms are functioning appropriately, in synchrony with the broader national scientific community.

Rate of Institutional Self-Citation

The institution's Z-score of -0.445 for self-citation is in the low-risk category, similar to the national level. However, it is slightly higher than the country's average of -0.676, pointing to an incipient vulnerability that warrants review. A certain degree of self-citation is natural and reflects the continuity of established research lines. Still, this minor elevation serves as a signal to ensure that the institution does not drift towards becoming a scientific 'echo chamber' where work is validated primarily by internal dynamics. Proactive monitoring is recommended to maintain a healthy balance between building on internal expertise and ensuring sufficient external scrutiny from the global community.

Rate of Output in Discontinued Journals

The university demonstrates exceptional institutional resilience with a low-risk Z-score of -0.035, in stark contrast to the medium-risk national average of 1.400. This performance indicates that the institution's control mechanisms are highly effective at mitigating a systemic risk prevalent in the country. A high proportion of publications in discontinued journals is a critical alert for due diligence, and the university's ability to avoid this trend suggests its researchers are well-informed in selecting reputable dissemination channels. This protects the institution from severe reputational damage and the waste of resources associated with 'predatory' or low-quality publishing practices.

Rate of Hyper-Authored Output

With a Z-score of -0.868, the institution maintains a prudent profile in hyper-authorship, showing significantly more rigor than the national standard (-0.348). This low rate is a positive indicator of healthy authorship practices. As the university's core disciplines are not typically characterized by 'Big Science' collaborations, this controlled value confirms the absence of author list inflation. It suggests a culture that values transparency and individual accountability, effectively preventing the dilution of responsibility that can occur with 'honorary' or political authorship practices.

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

The institution exhibits remarkable institutional resilience with a low-risk Z-score of -0.183, distinguishing itself sharply from the medium-risk national average of 2.037. This small gap signals that the university's scientific prestige is structural and sustainable, built upon genuine internal capacity. Unlike the national trend, where impact often appears dependent on external collaborations, the university's excellence metrics result from research where it exercises clear intellectual leadership. This demonstrates a self-reliant and robust research ecosystem, free from the sustainability risks associated with an over-reliance on exogenous partners for impact.

Rate of Hyperprolific Authors

The institution's Z-score of -1.413 places it in the 'very low' risk category, a stronger position than the country's already low-risk average of -0.801. This low-profile consistency, where the absence of risk signals aligns with and improves upon the national standard, is an indicator of a healthy research environment. The data suggests a culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. By effectively preventing extreme productivity patterns, the institution mitigates risks such as coercive authorship or superficial contributions, thereby safeguarding the integrity of its scientific record.

Rate of Output in Institutional Journals

With a 'very low' risk Z-score of -0.268, the institution demonstrates a preventive isolation from the medium-risk dynamics observed at the national level (0.409). This indicates a strong commitment to external, independent peer review and global visibility. By not relying heavily on its own journals, the university avoids potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production is validated through standard competitive processes, rather than using internal channels as 'fast tracks' to inflate publication counts, thereby strengthening the international credibility of its research.

Rate of Redundant Output (Salami Slicing)

The institution shows total operational silence in this indicator, with a 'very low' risk Z-score of -1.186, which is even more robust than the country's commendable average of -0.756. This absence of risk signals, even below the national average, points to an exemplary culture of scientific communication. It indicates that researchers are focused on publishing coherent, complete studies rather than fragmenting data into 'minimal publishable units' to artificially inflate productivity. This commitment to presenting significant new knowledge enhances the quality of the scientific evidence base and demonstrates a culture that values substance over volume.

This report was automatically generated using Google Gemini to provide a brief analysis of the university scores.
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