| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.002 | -0.062 |
|
Retracted Output
|
0.605 | -0.050 |
|
Institutional Self-Citation
|
-0.216 | 0.045 |
|
Discontinued Journals Output
|
-0.095 | -0.024 |
|
Hyperauthored Output
|
-1.039 | -0.721 |
|
Leadership Impact Gap
|
-1.053 | -0.809 |
|
Hyperprolific Authors
|
-0.856 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.654 | -0.515 |
Shaanxi Normal University demonstrates a robust scientific integrity profile, with an overall risk score of -0.098 indicating performance that is generally superior to the national context. The institution's primary strengths lie in its exceptionally low risk of redundant publications, minimal reliance on institutional journals, and a strong pattern of intellectual leadership, suggesting that its scientific impact is built on genuine internal capacity. These positive signals are consistent with the university's strong academic standing, particularly in its top-ranked disciplines according to SCImago Institutions Rankings data, such as Psychology, Arts and Humanities, and Social Sciences. However, a notable area of concern is the medium-risk level associated with retracted output, which deviates from the low-risk national trend. While this appears to be an isolated issue in an otherwise healthy system, it poses a potential threat to the institution's mission of achieving academic excellence and maintaining social responsibility, as a high retraction rate can undermine trust in its quality control mechanisms. By proactively investigating the root causes of this specific vulnerability, Shaanxi Normal University can fortify its already strong foundation of scientific integrity and further solidify its reputation as a leading academic institution.
The institution's Z-score of -0.002 is slightly higher than the national average of -0.062. Although both values fall within a low-risk range, this subtle difference suggests an incipient vulnerability. The data indicates that the university's researchers show a slightly greater tendency towards multiple affiliations than their national peers. While often a legitimate result of collaboration, this signal warrants observation to ensure it does not escalate into strategic "affiliation shopping" designed to artificially inflate institutional credit. A proactive review of affiliation policies could prevent this emerging trend from developing into a more significant risk.
With a Z-score of 0.605, the institution presents a medium-risk profile that moderately deviates from the low-risk national average of -0.050. This discrepancy suggests the university is more sensitive to factors leading to retractions than its peers, pointing to a potential institutional-level issue rather than a systemic national problem. Retractions can sometimes signify responsible error correction, but a rate significantly higher than the norm alerts to a possible vulnerability in the institution's integrity culture. This Z-score suggests that quality control mechanisms prior to publication may be failing more frequently than expected, indicating a need for immediate qualitative verification by management to address any recurring malpractice or lack of methodological rigor.
The university exhibits strong institutional resilience, with a low-risk Z-score of -0.216, in contrast to the medium-risk national average of 0.045. This indicates that the institution's control mechanisms effectively mitigate the systemic risk of excessive self-citation observed across the country. A certain level of self-citation is natural, but the university successfully avoids the 'echo chambers' and endogamous impact inflation that can arise from disproportionately high rates. This result suggests that the institution's academic influence is robustly validated by the global community rather than being oversized by internal dynamics.
The institution maintains a prudent profile with a Z-score of -0.095, which is lower than the national average of -0.024. This performance, while within the same low-risk category as the country, demonstrates that the university manages its publication processes with more rigor than the national standard. A lower score indicates that its researchers are more discerning in selecting dissemination channels, more effectively avoiding media that fail to meet international ethical or quality standards. This diligence protects the institution from the severe reputational risks associated with 'predatory' practices and reflects a strong culture of information literacy.
With a Z-score of -1.039, significantly lower than the national average of -0.721, the institution demonstrates a prudent profile in managing authorship practices. Both scores are in the low-risk range, but the university's more rigorous position suggests it is more effective than its national peers at distinguishing between necessary massive collaboration and potential author list inflation. This lower rate indicates a reduced risk of 'honorary' or political authorship practices, reinforcing a culture where individual accountability and transparency in contributions are highly valued.
The institution's Z-score of -1.053 represents a state of total operational silence in this risk indicator, performing even better than the very low-risk national average of -0.809. This exceptionally low score is a significant strength, indicating a negligible gap between the impact of its overall output and the output where it holds intellectual leadership. It strongly suggests that the university's scientific prestige is structural and endogenous, stemming from real internal capacity rather than being dependent on a strategic position in collaborations led by external partners. This demonstrates a sustainable model of research excellence.
The university shows notable institutional resilience with a low-risk Z-score of -0.856, standing in stark contrast to the medium-risk national average of 0.425. This suggests that institutional policies and culture effectively mitigate the systemic pressures for extreme productivity seen elsewhere in the country. By maintaining a low rate of hyperprolific authors, the institution avoids the risks of imbalances between quantity and quality, such as coercive authorship or the assignment of credit without real participation. This focus on meaningful intellectual contribution over sheer volume reinforces the integrity of its scientific record.
The institution's very low-risk Z-score of -0.268 demonstrates low-profile consistency, aligning with the low-risk national standard (Z-score: -0.010) but from a much more secure position. This absence of risk signals indicates a healthy independence from in-house publication channels. By not relying on its own journals, the university avoids potential conflicts of interest and academic endogamy, ensuring its scientific production undergoes independent external peer review. This practice enhances the global visibility and competitive validation of its research, steering clear of using internal channels as potential 'fast tracks' to inflate publication records.
With a Z-score of -0.654, the institution exhibits total operational silence on this indicator, reflecting an absence of risk signals that is even more pronounced than the very low-risk national average of -0.515. This outstanding result points to a strong institutional culture that discourages data fragmentation or 'salami slicing' to artificially inflate productivity metrics. It suggests that researchers prioritize the publication of coherent, significant studies over dividing work into minimal publishable units, thereby upholding the integrity of the scientific evidence base and respecting the academic review system.
