| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
0.269 | -0.062 |
|
Retracted Output
|
-0.747 | -0.050 |
|
Institutional Self-Citation
|
-1.292 | 0.045 |
|
Discontinued Journals Output
|
1.334 | -0.024 |
|
Hyperauthored Output
|
-1.343 | -0.721 |
|
Leadership Impact Gap
|
0.201 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-1.186 | -0.515 |
Changzhi University presents a robust profile of scientific integrity, with an overall score of -0.280 that indicates a general alignment with expected research practices. The institution demonstrates exceptional strengths in maintaining authorial and citation integrity, showing virtually no risk signals related to retracted output, institutional self-citation, hyperprolific authors, or redundant output. This solid foundation of responsible conduct positions the university well. However, strategic vulnerabilities are evident in three key areas: a moderate rate of multiple affiliations, a concerning rate of publication in discontinued journals, and a significant dependency on external partners for research impact. While the university shows notable thematic strengths according to SCImago Institutions Rankings data in areas such as Agricultural and Biological Sciences and Mathematics, the identified risks could undermine its long-term mission. Publishing in low-quality journals and relying on external leadership for impact are inconsistent with the pursuit of sustainable academic excellence and social responsibility. The university is therefore advised to leverage its strong integrity culture to develop a more autonomous and resilient publication strategy, ensuring its research capacity is as robust as its ethical standards.
The institution's Z-score of 0.269 moderately deviates from the national average of -0.062, indicating a greater sensitivity to this risk factor than its national peers. This suggests that the university's rate of multiple affiliations is higher than expected. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit or “affiliation shopping.” This moderate deviation warrants a review to ensure that all affiliations are substantive and reflect genuine collaborative contributions rather than a mechanism for metric inflation.
With a Z-score of -0.747, the institution demonstrates an exceptionally low rate of retracted publications, which is consistent with and even improves upon the low-risk national profile (Z-score: -0.050). This absence of risk signals suggests that the university's pre-publication quality control and supervision mechanisms are highly effective. The data indicates a strong culture of methodological rigor and integrity, where the need for post-publication corrections is minimal, reflecting a responsible and secure research environment.
The university exhibits a Z-score of -1.292, indicating a near-total absence of institutional self-citation, which effectively isolates it from the medium-risk dynamics observed at the national level (Z-score: 0.045). This is a significant strength, demonstrating that the institution avoids the 'echo chambers' that can arise from excessive self-validation. By not relying on internal citations to build impact, the university ensures its work is validated by the broader scientific community, reflecting a commitment to external scrutiny and genuine global influence rather than endogamous impact inflation.
The institution's Z-score of 1.334 represents a moderate deviation from the national average of -0.024, signaling a greater tendency to publish in journals that have ceased operation. This constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high proportion of output in such venues 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 researchers to avoid wasting resources on 'predatory' or low-quality practices.
With a Z-score of -1.343, the institution shows a very low incidence of hyper-authored publications, a rate that aligns with the low-risk national standard (Z-score: -0.721). This low-profile consistency suggests that authorship practices at the university are well-calibrated. The absence of signals related to author list inflation indicates a culture of transparency and accountability, where authorship is likely awarded based on substantive contributions, thereby avoiding the dilution of individual responsibility.
The institution presents a Z-score of 0.201, a medium-risk signal that creates a monitoring alert, as it is an unusual level compared to the very low-risk national standard (Z-score: -0.809). This wide positive gap suggests that while the university's overall impact is notable, the impact of research led by its own staff is comparatively low. This signals a potential sustainability risk, where scientific prestige appears dependent and exogenous, not structural. This finding invites a strategic reflection on whether the institution's excellence metrics result from its own internal capacity or from a tactical positioning in collaborations where it does not exercise primary intellectual leadership.
The institution's Z-score of -1.413 is exceptionally low, indicating a complete absence of hyperprolific authors. This performance represents a preventive isolation from the medium-risk trend observed across the country (Z-score: 0.425). This finding is a strong positive indicator of a research culture that prioritizes quality and meaningful intellectual contribution over sheer publication volume. It suggests the institution is effectively mitigating risks such as coercive authorship or the assignment of credit without real participation, thereby upholding the integrity of its scientific record.
With a Z-score of -0.268, the institution demonstrates a very low reliance on its own journals for publication, a practice consistent with the low-risk national profile (Z-score: -0.010). This absence of risk signals is a positive sign of academic integrity. It indicates that the university's research output is consistently subjected to independent external peer review, which enhances its global visibility and credibility. This practice avoids potential conflicts of interest and reinforces the commitment to competitive, merit-based validation of its scientific work.
The institution's Z-score of -1.186 signifies a state of total operational silence regarding redundant publications. This rate is exceptionally low, falling even below the country's already very low average (Z-score: -0.515). This result strongly indicates that the university's researchers are not engaging in 'salami slicing' or the artificial fragmentation of studies. It reflects a commendable focus on producing coherent, significant contributions to knowledge rather than prioritizing the inflation of publication metrics, thereby strengthening the integrity of the scientific evidence it produces.