| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.366 | -0.062 |
|
Retracted Output
|
-0.033 | -0.050 |
|
Institutional Self-Citation
|
-1.379 | 0.045 |
|
Discontinued Journals Output
|
1.303 | -0.024 |
|
Hyperauthored Output
|
-0.798 | -0.721 |
|
Leadership Impact Gap
|
0.998 | -0.809 |
|
Hyperprolific Authors
|
-1.413 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.471 | -0.515 |
North Sichuan Medical College presents a robust scientific integrity profile, with an overall risk score of -0.136 that indicates a performance slightly superior to the global baseline. The institution demonstrates exceptional strengths in mitigating risks related to hyperprolific authorship, institutional self-citation, and multiple affiliations, where it effectively insulates itself from less favorable national trends. However, two areas warrant strategic attention: a medium-risk signal for publications in discontinued journals and a notable gap between the impact of its total output and that of research led by the institution itself. These vulnerabilities contrast with the institution's strong thematic performance, as evidenced by its high rankings in the SCImago Institutions Rankings, particularly in Energy, Engineering, Chemistry, and Pharmacology, Toxicology and Pharmaceutics. While the institution's specific mission was not available for this analysis, these identified risks could challenge any commitment to academic excellence and sustainable leadership. Addressing the quality of publication channels and fostering greater intellectual autonomy are crucial steps to ensure that its impressive research capacity translates into a fully independent and reputable scientific legacy.
The institution's Z-score of -1.366 is significantly lower than the national average of -0.062. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and even improves upon the low-risk national standard. While multiple affiliations can be a legitimate outcome of collaboration, the institution's very low rate suggests a highly transparent and well-governed approach to authorship and institutional credit, effectively avoiding any perception of strategic "affiliation shopping" to inflate its standing.
With a Z-score of -0.033, the institution's rate of retractions is statistically normal and aligns closely with the national average of -0.050. This parity suggests that the level of risk is as expected for its context and size. Retractions are complex events, and a low, controlled rate like this one often signifies responsible supervision and a commitment to correcting the scientific record. The data does not point to systemic failures in pre-publication quality control but rather to a standard and healthy academic correction process.
The institution exhibits a Z-score of -1.379, in stark contrast to the national average of 0.045. This reflects a state of preventive isolation, where the center successfully avoids the medium-risk dynamics for self-citation observed across the country. A certain level of self-citation is natural, but the institution’s exceptionally low rate is a powerful indicator that it avoids scientific 'echo chambers.' This demonstrates that its academic influence is validated by the broader global community rather than being inflated by endogamous internal dynamics.
A moderate deviation from the national norm is observed, with the institution's Z-score at 1.303 compared to the country's low-risk score of -0.024. This indicates a greater sensitivity to this risk factor than its peers. This finding constitutes a critical alert regarding the due diligence applied in selecting dissemination channels. A high Z-score suggests that a significant portion of its scientific production is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and signaling an urgent need for enhanced information literacy to prevent the waste of resources on 'predatory' or low-quality practices.
The institution maintains a prudent profile with a Z-score of -0.798, which is slightly more rigorous than the national standard of -0.721. This suggests that its processes for assigning authorship are managed with greater control than the national average. While extensive author lists are legitimate in 'Big Science,' this controlled rate indicates a conscious effort to uphold individual accountability and transparency, effectively distinguishing between necessary massive collaborations and potentially dilutive 'honorary' authorship practices.
This indicator presents a monitoring alert, as the institution's Z-score of 0.998 is unusually high for the national standard, where the average is -0.809. This discrepancy requires a review of its causes. A wide positive gap, where overall impact is high but the impact of institution-led research is low, signals a sustainability risk. The score suggests that a significant portion of its scientific prestige may be dependent and exogenous, inviting reflection on whether its excellence metrics result from genuine internal capacity or from strategic positioning in collaborations where it 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. This signifies a state of preventive isolation, where the center does not replicate the medium-risk dynamics for hyperprolificity seen in its environment. While high productivity can be legitimate, extreme volumes challenge the feasibility of meaningful contribution. This very low score is a strong positive signal, indicating a healthy balance between quantity and quality and an institutional culture that prioritizes the integrity of the scientific record over the inflation of productivity metrics.
With a Z-score of -0.268, the institution shows a very low rate of publication in its own journals, performing better than the already low-risk national average of -0.010. This low-profile consistency demonstrates a commitment to external validation. By avoiding over-reliance on in-house journals, the institution mitigates potential conflicts of interest and the risk of academic endogamy, ensuring its scientific production undergoes independent peer review and enhances its global visibility rather than using internal channels as potential 'fast tracks' for publication.
The institution's Z-score of -0.471 demonstrates integrity synchrony with the national environment, which has a similar low-risk score of -0.515. This total alignment points to an environment of maximum scientific security in this regard. The near-absence of this practice indicates that the institution's research culture prioritizes the publication of coherent, significant studies over the artificial inflation of output by fragmenting data into 'minimal publishable units.' This approach strengthens the scientific record and avoids overburdening the peer-review system.
