| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.650 | -0.062 |
|
Retracted Output
|
-0.155 | -0.050 |
|
Institutional Self-Citation
|
-1.499 | 0.045 |
|
Discontinued Journals Output
|
0.889 | -0.024 |
|
Hyperauthored Output
|
-0.160 | -0.721 |
|
Leadership Impact Gap
|
0.553 | -0.809 |
|
Hyperprolific Authors
|
-1.153 | 0.425 |
|
Institutional Journal Output
|
-0.268 | -0.010 |
|
Redundant Output
|
-0.801 | -0.515 |
Baotou Medical College demonstrates a robust scientific integrity profile, reflected in a low overall risk score of 0.059. The institution exhibits exceptional strength in areas of academic self-regulation, with very low risk signals for Institutional Self-Citation, Hyperprolific Authorship, publication in its own journals, and Redundant Output. These results indicate a culture that prioritizes external validation and substantive research over metric inflation. Key thematic strengths, according to SCImago Institutions Rankings data, are concentrated in Medicine; Pharmacology, Toxicology and Pharmaceutics; Biochemistry, Genetics and Molecular Biology; and Environmental Science. However, moderate risk levels in Multiple Affiliations, publication in Discontinued Journals, and a dependency on external collaborations for impact (Ni_difference) present strategic challenges. These vulnerabilities could subtly undermine the institution's pursuit of academic excellence and its long-term reputational integrity. To fully align its operational practices with its research strengths, the institution is advised to leverage its solid integrity foundation to develop targeted policies that address these specific areas of moderate risk, thereby ensuring sustainable and self-sufficient scientific leadership.
The institution presents a Z-score of 1.650, which moderately deviates from the national average of -0.062. This suggests the center shows a greater sensitivity to risk factors related to authorship affiliation than its national peers. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the institution's higher rate warrants a review. This value may signal strategic attempts to inflate institutional credit or "affiliation shopping," a practice that could dilute the perceived contribution of the primary research center. A closer examination of affiliation patterns is recommended to ensure they reflect genuine and substantial collaboration.
With a Z-score of -0.155, the institution displays a prudent profile, managing its processes with more rigor than the national standard (Z-score: -0.050). Retractions are complex events, and a low rate is indicative of responsible supervision and effective quality control. The institution's performance in this area suggests that its mechanisms for ensuring methodological rigor prior to publication are functioning well, protecting its scientific record and reinforcing its culture of integrity.
The institution's Z-score of -1.499 demonstrates a case of preventive isolation, as it completely avoids the risk dynamics observed in its national environment (Z-score: 0.045). A certain level of self-citation is natural, but the country's average suggests a tendency towards 'echo chambers.' In contrast, Baotou Medical College's extremely low rate signals a strong integration with the global scientific community, where its work is validated by external scrutiny rather than internal dynamics. This performance is a clear indicator of healthy, outward-facing research practices that avoid the risk of endogamous impact inflation.
The institution's Z-score of 0.889 shows a moderate deviation from the national benchmark of -0.024, indicating a greater institutional sensitivity to this risk factor. This higher-than-average rate of publication in journals that have ceased operation constitutes a critical alert regarding due diligence in selecting dissemination channels. This pattern suggests that a portion of the institution's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing the institution to severe reputational risks and indicating an urgent need to improve information literacy to avoid 'predatory' practices.
With a Z-score of -0.160, the institution shows an incipient vulnerability compared to the national average of -0.721. Although the risk level remains low, this signal warrants review before it escalates. In fields outside of 'Big Science,' extensive author lists can indicate inflation or a dilution of individual accountability. This slight upward trend compared to the national context serves as a prompt to ensure that authorship practices remain transparent and that all listed authors meet the criteria for substantial contribution, distinguishing necessary collaboration from 'honorary' authorship.
The institution's Z-score of 0.553 represents a monitoring alert, as this risk level is highly unusual for the national standard, which sits at a Z-score of -0.809. This wide positive gap—where overall impact is significantly higher than the impact of research led by the institution—signals a potential sustainability risk. It suggests that the institution's scientific prestige may be dependent and exogenous, resulting from strategic positioning in collaborations where it does not exercise intellectual leadership. This finding invites a deep reflection on whether excellence metrics are derived from genuine internal capacity or from a reliance on external partners.
The institution exhibits a state of preventive isolation with a Z-score of -1.153, starkly contrasting with the national average of 0.425. This result indicates that the center does not replicate the risk dynamics related to extreme publication volumes observed elsewhere in the country. By maintaining a low rate of hyperprolific authors, the institution demonstrates a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of credit without real participation—dynamics that prioritize metrics over the integrity of the scientific record.
With a Z-score of -0.268, the institution demonstrates low-profile consistency, as its absence of risk signals aligns with the national standard (Z-score: -0.010). By avoiding excessive dependence on its own journals, the institution mitigates potential conflicts of interest and ensures its scientific production undergoes independent external peer review. This practice strengthens its global visibility and credibility, confirming that its research is validated through standard competitive channels rather than potentially using internal 'fast tracks' to inflate publication counts.
The institution's Z-score of -0.801 signifies total operational silence, with an absence of risk signals that is even more pronounced than the already low national average of -0.515. This exemplary performance indicates a strong institutional commitment to publishing complete and significant studies. It effectively avoids the practice of 'salami slicing,' where a single body of work is fragmented into minimal publishable units to artificially inflate productivity. This approach respects the scientific record and the peer review system by prioritizing the generation of new knowledge over volume.
