| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.930 | -0.062 |
|
Retracted Output
|
-0.146 | -0.050 |
|
Institutional Self-Citation
|
-0.833 | 0.045 |
|
Discontinued Journals Output
|
0.219 | -0.024 |
|
Hyperauthored Output
|
-1.125 | -0.721 |
|
Leadership Impact Gap
|
0.193 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
2.070 | -0.515 |
Yibin University presents a dual profile in scientific integrity, characterized by robust internal controls in authorship and citation practices but notable vulnerabilities in publication and collaboration strategies. With an overall risk score of 0.040, the institution demonstrates significant strengths, particularly in its very low rates of institutional self-citation, hyper-prolific authorship, and output in its own journals, indicating a culture that values external validation and responsible productivity. However, this is contrasted by medium-risk signals in redundant output (salami slicing), multiple affiliations, publication in discontinued journals, and a dependency on external partners for research impact. According to SCImago Institutions Rankings data, the university's strongest thematic areas include Earth and Planetary Sciences, Agricultural and Biological Sciences, and Chemistry. The identified risks, especially those concerning publication ethics and strategic affiliations, could undermine the credibility of these key areas and conflict with any institutional mission centered on achieving academic excellence and social responsibility. To secure its reputation and the impact of its core research fields, it is recommended that Yibin University leverage its strong internal governance to develop clearer, more rigorous policies for publication venue selection and collaborative engagements.
The institution exhibits a Z-score of 1.930, which represents a moderate deviation from the national average of -0.062. This suggests the university is more sensitive to risk factors related to affiliation practices than its national peers. While multiple affiliations can be legitimate, this elevated rate may signal strategic attempts to inflate institutional credit or "affiliation shopping." This pattern warrants a review of institutional policies to ensure that co-authorships and affiliations are a reflection of substantive collaboration rather than a tool for metric optimization.
With a Z-score of -0.146, which is lower than the national average of -0.050, the institution demonstrates a prudent profile in managing post-publication corrections. This indicates that its quality control and supervision mechanisms are functioning with more rigor than the national standard. A low rate of retractions suggests that when errors occur, they are handled responsibly, reinforcing the integrity of the university's scientific record and demonstrating a commitment to responsible research conduct.
The institution's Z-score of -0.833 stands in stark contrast to the national average of 0.045, which falls into the medium-risk category. This demonstrates a clear case of preventive isolation, where the university successfully avoids the risk dynamics prevalent in its environment. This very low rate signals a healthy integration into the global scientific community, where research impact is validated through broad external scrutiny rather than through internal "echo chambers" that can lead to endogamous impact inflation.
The university's Z-score of 0.219 marks a moderate deviation from the national standard (-0.024), indicating a greater institutional sensitivity to this risk factor. This finding serves as a critical alert regarding due diligence in selecting dissemination channels. A notable proportion of scientific output being channeled through media that may not meet international ethical or quality standards exposes the institution to severe reputational risks and suggests an urgent need for enhanced information literacy to prevent the waste of resources on "predatory" or low-quality practices.
With a Z-score of -1.125, compared to the country's low-risk score of -0.721, the institution shows low-profile consistency. The complete absence of risk signals in this area aligns with the national standard and indicates that authorship practices are conventional and transparent. This suggests that research collaborations are not characterized by author list inflation, thereby preserving individual accountability and the integrity of its scholarly contributions.
The institution's Z-score of 0.193 constitutes a monitoring alert, as it is an unusual risk level when compared to the national standard of -0.809. This wide positive gap signals a potential sustainability risk, suggesting that the university's scientific prestige may be dependent and exogenous, rather than structurally generated from within. This invites a strategic reflection on whether its high-impact metrics result from genuine internal capacity or from positioning in collaborations where the institution does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is exceptionally low, especially when compared to the national average of 0.425, which indicates a medium level of risk. This is a clear example of preventive isolation, where the university does not replicate the risk dynamics observed in the national system. This very low rate points to a healthy balance between quantity and quality, effectively avoiding the risks of coercive authorship or other practices where productivity metrics might overshadow the integrity of the scientific record.
With a Z-score of -0.268, slightly below the national average of -0.010, the institution demonstrates low-profile consistency in its publication practices. This very low rate indicates a strong commitment to seeking independent, external peer review for its research, thereby avoiding potential conflicts of interest and academic endogamy. This strategy not only enhances the global visibility of its output but also ensures its work is validated through standard competitive processes.
The institution's Z-score of 2.070 is a significant monitoring alert, as this high rate is an anomaly within a national context that shows very low risk (-0.515). This value warns of a potential pattern of data fragmentation or "salami slicing," where a coherent study might be divided into minimal publishable units to artificially inflate productivity metrics. This practice can distort the available scientific evidence and overburdens the review system, prioritizing volume over the generation of significant new knowledge and requiring an urgent review of author guidelines.