| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.177 | -0.062 |
|
Retracted Output
|
-0.766 | -0.050 |
|
Institutional Self-Citation
|
0.676 | 0.045 |
|
Discontinued Journals Output
|
1.241 | -0.024 |
|
Hyperauthored Output
|
-1.205 | -0.721 |
|
Leadership Impact Gap
|
-0.021 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
0.833 | -0.515 |
Luoyang Normal University presents a balanced integrity profile with an Overall Score of -0.118, characterized by strong controls in individual authorship practices but notable vulnerabilities in its institutional publication strategy. The institution demonstrates exceptional governance in areas with very low risk, such as the Rate of Retracted Output, Hyper-Authored Output, and Hyperprolific Authors, indicating robust internal oversight. Conversely, areas of concern at a medium-risk level include the Rate of Multiple Affiliations, Institutional Self-Citation, Output in Discontinued Journals, and Redundant Output, which suggest systemic risks that require strategic attention. These findings are contextualized by the university's strong academic positioning, particularly in Pharmacology, Toxicology and Pharmaceutics; Energy; and Agricultural and Biological Sciences, as evidenced by SCImago Institutions Rankings data. The university's mission to "cultivate teachers and breed application-type talents" is directly challenged by risks that could prioritize publication volume over quality and external validation. Practices like publishing in discontinued journals or creating self-referential 'echo chambers' can undermine the real-world applicability and credibility of the knowledge being generated. To fully align its operational practices with its mission, it is recommended that the university develops clearer guidelines on journal selection and collaborative citation to ensure its strong thematic research achieves sustainable, high-integrity global impact.
With an institutional Z-score of 0.177 compared to the national average of -0.062, the university exhibits a moderate deviation from the national norm, suggesting a greater sensitivity to risk factors than its peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, a disproportionately high rate can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This indicator warrants a review to ensure that collaborative practices are driven by genuine scientific partnership rather than metric-oriented strategies.
The university demonstrates an exemplary record in this area, with a Z-score of -0.766, significantly below the already low national average of -0.050. This low-profile consistency indicates that the institution's quality control and supervision mechanisms are highly effective. The near-absence of retracted publications suggests a strong culture of methodological rigor and responsible research conduct, aligning well with the national standard for scientific integrity and reinforcing the reliability of its scholarly output.
The institution's Z-score for self-citation is 0.676, markedly higher than the national average of 0.045, indicating high exposure to this risk factor compared to its peers. While a certain level of self-citation is natural and reflects the continuity of established research lines, this disproportionately high rate signals a potential for scientific isolation or 'echo chambers' where the institution validates its own work without sufficient external scrutiny. This value warns of the risk of endogamous impact inflation, suggesting that the institution's academic influence may be oversized by internal dynamics rather than broad recognition from the global scientific community.
With a Z-score of 1.241 against a national average of -0.024, the university shows a moderate deviation from its peers, indicating a greater sensitivity to the risk of publishing in discontinued journals. This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score indicates that a significant portion of scientific production is being channeled through media that do not meet international ethical or quality standards. This exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy among its researchers to avoid wasting resources on 'predatory' or low-quality publication practices.
The university's Z-score of -1.205 is well below the national average of -0.721, demonstrating low-profile consistency and strong governance regarding authorship practices. This very low rate of hyper-authored output suggests that the institution effectively distinguishes between necessary large-scale collaboration and practices like 'honorary' or political authorship. The data indicates a culture where authorship is likely tied to significant intellectual contribution, promoting individual accountability and transparency in its research projects.
The institution's Z-score of -0.021, while still in the low-risk range, represents a slight divergence from the national average of -0.809. This indicates the emergence of risk signals that are not prevalent across the country. A positive gap suggests that an institution's overall impact may be heavily reliant on external collaborations where it does not hold intellectual leadership. While the current level is not alarming, this divergence warrants monitoring to ensure that the university is building sustainable, internal research capacity and that its scientific prestige is structural rather than dependent on the leadership of external partners.
The university exhibits exceptional performance in this indicator, with a Z-score of -1.413 in stark contrast to the national average of 0.425, which falls in the medium-risk category. This demonstrates a clear preventive isolation, where the institution does not replicate the risk dynamics observed in its national environment. The near-absence of hyperprolific authors suggests a strong institutional focus on the quality and substance of research over sheer volume. This approach mitigates risks such as coercive authorship or the assignment of credit without real participation, reinforcing a culture that prioritizes the integrity of the scientific record.
With a Z-score of -0.268, significantly lower than the national average of -0.010, the university shows a very low reliance on its own journals for publication. This low-profile consistency aligns with national standards and reflects sound publication practices. By avoiding excessive dependence on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy. This strategy ensures that its scientific production undergoes independent external peer review, thereby enhancing its global visibility and competitive validation.
The institution's Z-score of 0.833 for redundant output presents a monitoring alert, as it is an unusually high risk level when compared to the national average of -0.515. This significant disparity requires a review of its causes. A high value in this indicator suggests that a recurring pattern of bibliographic overlap may exist between publications, which can be a sign of data fragmentation or 'salami slicing.' This practice, where a single study is divided into minimal publishable units to artificially inflate productivity, can distort the scientific evidence base and should be investigated to ensure that research contributions are substantial and prioritize new knowledge over publication volume.
