| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.129 | -0.886 |
|
Retracted Output
|
-0.559 | -0.049 |
|
Institutional Self-Citation
|
0.828 | -0.393 |
|
Discontinued Journals Output
|
-0.198 | -0.217 |
|
Hyperauthored Output
|
1.523 | -0.228 |
|
Leadership Impact Gap
|
1.031 | -0.320 |
|
Hyperprolific Authors
|
0.484 | -0.178 |
|
Institutional Journal Output
|
-0.268 | -0.252 |
|
Redundant Output
|
-0.712 | -0.379 |
Gangneung-Wonju National University presents a balanced integrity profile, with an overall score of -0.165 indicating performance that is generally aligned with expected standards but marked by specific areas of significant risk that require strategic intervention. The institution demonstrates considerable strengths in maintaining low rates of retracted output, redundant publications, and publications in its own journals, reflecting robust foundational research practices. However, these strengths are contrasted by notable vulnerabilities, particularly a significant-risk level in hyper-authored output and medium-risk signals in institutional self-citation, the impact gap for led research, and the presence of hyperprolific authors. According to SCImago Institutions Rankings data, the university's key thematic strengths are concentrated in Dentistry, Agricultural and Biological Sciences, and Earth and Planetary Sciences. The identified risks, especially those related to authorship and citation patterns, could challenge the university's mission to foster "competence" and "creative academic research." An overemphasis on publication volume and collaborative credit without clear leadership can dilute individual accountability and obscure genuine scientific contribution, potentially undermining the very "human respect education" the mission espouses. To fully align its operational practices with its strategic vision, it is recommended that the university implement targeted policies and training to address authorship criteria and promote research that builds sustainable, internal scientific leadership.
The institution's Z-score of -1.129 is well below the national average of -0.886, indicating a complete absence of risk signals in this area. This demonstrates total operational silence, with affiliation practices that are even more conservative than the already low-risk national standard. While multiple affiliations can be legitimate, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's exceptionally low rate confirms that its researchers' affiliations are clear and unambiguous, reinforcing transparency and preventing any artificial inflation of its collaborative footprint.
With a Z-score of -0.559, the institution exhibits a very low rate of retractions, which is a positive signal that aligns well with the low-risk national environment (Z-score of -0.049). This low-profile consistency suggests that the university's quality control and supervision mechanisms prior to publication are functioning effectively. Retractions can sometimes result from honest error correction, but a high rate often points to systemic failures. The university's excellent performance here indicates a strong integrity culture and a commitment to methodological rigor that prevents recurring malpractice and protects its scientific reputation.
The institution's Z-score of 0.828 represents a medium risk level, marking a moderate deviation from the low-risk national average of -0.393. This suggests the university has a greater sensitivity to this risk factor than its national peers. While some self-citation reflects the continuity of research lines, this elevated rate signals a potential 'echo chamber' where the institution may be validating its own work without sufficient external scrutiny. This pattern warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence could be oversized by internal dynamics rather than by recognition from the global scientific community.
The institution's Z-score of -0.198 is statistically normal for its context, closely mirroring the national average of -0.217. This alignment indicates that the risk level is as expected and does not represent an area of concern. A high proportion of publications in discontinued journals can be a critical alert regarding due diligence in selecting dissemination channels. The university's low and normal rate suggests that its researchers are effectively avoiding predatory or low-quality publication venues, thereby safeguarding institutional resources and reputation.
With a Z-score of 1.523, the institution registers a significant risk level in hyper-authorship, which constitutes a severe discrepancy from the low-risk national average of -0.228. This atypical activity requires a deep integrity assessment. In fields outside of 'Big Science,' where massive author lists are not standard, such a high rate can indicate author list inflation, a practice that dilutes individual accountability and transparency. This critical signal makes it urgent for the institution to investigate its authorship practices to distinguish between necessary large-scale collaboration and the potential presence of 'honorary' or political authorship, which compromises research integrity.
The institution's Z-score of 1.031 indicates a medium-risk gap, a moderate deviation from the low-risk national average of -0.320. This suggests that the university's overall scientific prestige is more reliant on external partnerships than is typical for its peers. A wide positive gap, where global impact is high but the impact of institution-led research is low, signals a sustainability risk. This result invites reflection on whether the university's excellence metrics are derived from genuine internal capacity or from strategic positioning in collaborations where it does not exercise intellectual leadership, making its perceived impact potentially dependent and exogenous.
The institution shows a medium risk level with a Z-score of 0.484, a moderate deviation from the low-risk national average of -0.178. This indicates a higher-than-average concentration of authors with publication volumes that challenge the limits of meaningful intellectual contribution. This pattern serves as an alert for potential imbalances between quantity and quality. It points to risks such as coercive authorship, data fragmentation, or the assignment of authorship without real participation—dynamics that prioritize metric inflation over the integrity of the scientific record and warrant a review of institutional incentive structures.
With a Z-score of -0.268, the institution's rate of publishing in its own journals is very low and almost perfectly aligned with the national average of -0.252. This integrity synchrony demonstrates a total alignment with an environment of maximum scientific security. By avoiding excessive dependence on in-house journals, the university effectively mitigates potential conflicts of interest and the risk of academic endogamy. This practice ensures that its scientific production undergoes independent external peer review, reinforcing its commitment to global visibility and competitive validation rather than using internal channels as 'fast tracks' for publication.
The institution's Z-score of -0.712 is in the very low-risk category, a positive signal of low-profile consistency when compared to the low-risk national average of -0.379. This indicates that the university's researchers adhere to high standards of publication ethics. A high rate of redundant output, or 'salami slicing,' typically indicates the practice of dividing a single study into minimal publishable units to artificially inflate productivity. The university's very low score demonstrates a commitment to publishing significant, coherent bodies of work, thereby strengthening the scientific record and avoiding an undue burden on the peer-review system.