| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-1.461 | -0.062 |
|
Retracted Output
|
0.042 | -0.050 |
|
Institutional Self-Citation
|
-0.871 | 0.045 |
|
Discontinued Journals Output
|
0.450 | -0.024 |
|
Hyperauthored Output
|
-0.349 | -0.721 |
|
Leadership Impact Gap
|
-0.611 | -0.809 |
|
Hyperprolific Authors
|
-0.449 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.789 | -0.515 |
Chongqing Medical University presents a robust scientific integrity profile, with an overall risk score of -0.246 indicating performance superior to the global average. The institution demonstrates exceptional control in several key areas, showing very low risk in the Rate of Multiple Affiliations, Institutional Self-Citation, Output in Institutional Journals, and Redundant Output. These strengths suggest a culture that prioritizes legitimate collaboration, external validation, and substantive research contributions. However, areas requiring strategic attention have been identified, specifically a medium risk in the Rate of Retracted Output and the Rate of Output in Discontinued Journals. These vulnerabilities contrast with the university's outstanding research performance, as evidenced by its SCImago Institutions Rankings, where it holds top-tier global positions in Environmental Science (74th), Dentistry (76th), Pharmacology, Toxicology and Pharmaceutics (87th), and Medicine (129th). While a specific mission statement was not available, any institutional goal centered on excellence and social responsibility is potentially undermined by risks that question the reliability and quality of its scientific output. Addressing the identified vulnerabilities in publication quality control and venue selection is crucial to ensure that the university's operational integrity fully aligns with its demonstrated research excellence, thereby solidifying its reputation as a global leader.
The institution exhibits an exceptionally low-risk profile with a Z-score of -1.461, significantly below the already low national average of -0.062 for China. This demonstrates a clear absence of problematic signals in this area, aligning with and even exceeding the national standard for integrity. While multiple affiliations can sometimes be used to inflate institutional credit, the university's data strongly suggests that its collaborative patterns are overwhelmingly legitimate, reflecting genuine researcher mobility and partnerships rather than strategic “affiliation shopping.” This indicator points to a healthy and transparent collaborative ecosystem.
With a Z-score of 0.042, the institution presents a medium-risk level that moderately deviates from the low-risk national average of -0.050. This suggests a greater institutional sensitivity to factors leading to retractions compared to its national peers. Retractions are complex events, but a rate significantly higher than the norm alerts to a potential vulnerability in the institution's integrity culture. This score suggests that quality control mechanisms prior to publication may be failing more often than expected, indicating possible recurring malpractice or a lack of methodological rigor that requires immediate qualitative verification by management to understand the root causes.
The university demonstrates remarkable preventive isolation from national trends with a very low-risk Z-score of -0.871, in stark contrast to the medium-risk national average of 0.045. This result indicates that the institution does not replicate the risk dynamics of self-referentiality observed elsewhere in the country. A certain level of self-citation is natural, but the university’s extremely low rate signals a strong reliance on external scrutiny and validation from the global scientific community. This effectively avoids the creation of scientific 'echo chambers' and ensures that the institution's academic influence is driven by broad recognition rather than inflated by endogamous internal dynamics.
The institution's Z-score of 0.450 places it in the medium-risk category, showing a moderate deviation from China's low-risk average of -0.024. This indicates that the university has a greater sensitivity than its peers to the risk of publishing in problematic venues. This high proportion of output in journals that fail to meet international standards constitutes a critical alert regarding due diligence in selecting dissemination channels. It suggests an urgent need for enhanced information literacy among researchers to avoid channeling valuable scientific work into 'predatory' or low-quality media, which exposes the institution to severe reputational risks and represents a waste of research resources.
Both the institution (Z-score: -0.349) and the country (Z-score: -0.721) fall within the low-risk category, but the university's rate is slightly higher, signaling an incipient vulnerability. This suggests that while the overall risk is contained, the institution shows signals that warrant review before they escalate. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. This indicator serves as a signal to proactively ensure that all authorship assignments are transparent and reflect meaningful contributions, distinguishing necessary massive collaboration from 'honorary' practices.
The institution's low-risk Z-score of -0.611 shows a slight divergence from the very low-risk national context (-0.809), indicating the presence of minor risk signals that are not apparent in the rest of the country. A wide positive gap can signal that an institution's prestige is overly dependent on external partners where it does not exercise intellectual leadership. In this case, the small gap suggests a healthy and sustainable model where scientific prestige is primarily driven by internal capacity. However, the minor divergence from the national norm warrants monitoring to ensure this structural independence is maintained and strengthened.
The university demonstrates strong institutional resilience, with a low-risk Z-score of -0.449 that stands in positive contrast to the medium-risk national average of 0.425. This suggests that the institution's internal control mechanisms are effective at mitigating systemic risks related to extreme publication volumes that are more prevalent at the national level. By maintaining this low rate, the university successfully manages the balance between quantity and quality, avoiding the potential pitfalls of coercive authorship or authorship assignment without real participation, thereby protecting the integrity of its scientific record.
With a very low-risk Z-score of -0.268, which is well below the country's low-risk score of -0.010, the institution shows an absence of risk signals that is fully consistent with the national standard. This indicates a commendable commitment to external validation. By avoiding over-reliance on its own journals, the university ensures its scientific production bypasses potential conflicts of interest and undergoes independent, external peer review. This practice limits the risk of academic endogamy and prevents the use of internal channels as 'fast tracks' to inflate publication counts, thereby enhancing the global visibility and credibility of its research.
The institution exhibits total operational silence in this area, with a Z-score of -0.789 that is even lower than the country's very low-risk average of -0.515. This exceptional result signals a complete absence of risk related to data fragmentation or 'salami slicing.' It demonstrates an exemplary institutional culture that prioritizes the publication of coherent, significant studies over the artificial inflation of productivity metrics. This commitment to presenting complete research reinforces the integrity of the scientific evidence it produces and shows respect for the academic review system.
