| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.232 | 0.936 |
|
Retracted Output
|
-0.362 | 0.771 |
|
Institutional Self-Citation
|
0.575 | 0.909 |
|
Discontinued Journals Output
|
0.141 | 0.157 |
|
Hyperauthored Output
|
-0.349 | -1.105 |
|
Leadership Impact Gap
|
0.428 | 0.081 |
|
Hyperprolific Authors
|
-1.073 | -0.967 |
|
Institutional Journal Output
|
-0.268 | -0.268 |
|
Redundant Output
|
0.861 | 0.966 |
Universite Constantine 1 presents a balanced scientific integrity profile, with an overall risk score of -0.016 indicating performance aligned with the global average. The institution demonstrates significant strengths in maintaining low-risk levels for hyperprolific authorship and publication in institutional journals, suggesting robust internal controls in these areas. However, a cluster of medium-risk indicators, including institutional self-citation, redundant output, and a notable gap in impact between collaborative and institution-led research, signals potential vulnerabilities. These areas of concern could challenge the university's mission to foster a dynamic and high-quality production of scientific information. The institution's strong national standing, with Top 5 rankings in Algeria for key areas such as Pharmacology, Toxicology and Pharmaceutics, Biochemistry, Genetics and Molecular Biology, and Earth and Planetary Sciences according to SCImago Institutions Rankings data, provides a solid foundation of excellence. To fully align its operational practices with its stated mission, the university is encouraged to focus on enhancing the external validation and structural impact of its research, ensuring that its dynamism translates into globally recognized and sustainable scientific leadership.
The institution's Z-score of 1.232 for multiple affiliations is notably higher than the national average of 0.936, indicating a greater exposure to the risks associated with this practice. This suggests that the university is more prone than its national peers to situations that could be interpreted as strategic attempts to inflate institutional credit or "affiliation shopping." While multiple affiliations are often a legitimate result of researcher mobility or partnerships, the elevated score warrants a closer examination of collaboration and affiliation policies to ensure they are transparent and reflect genuine scientific contribution.
The university demonstrates effective control over publication quality, with its Z-score of -0.362 standing in stark contrast to the medium-risk national average of 0.771. This suggests that the institution's internal mechanisms are successfully mitigating a systemic risk present in the country. A low rate of retractions indicates that quality control processes prior to publication are robust. Unlike the national trend, the university shows strong institutional resilience, where responsible supervision and methodological rigor appear to prevent the kind of systemic failures or recurring malpractice that a higher rate would suggest.
While operating within a national context where institutional self-citation is a medium-level risk (country Z-score of 0.909), the university manages this practice with greater moderation, as shown by its lower Z-score of 0.575. This indicates a differentiated management approach that tempers a common national trend. A certain level of self-citation is natural, reflecting the continuity of research lines, but the university's relative control helps avoid the more severe risks of scientific isolation or 'echo chambers.' By managing this better than its peers, the institution reduces the potential for endogamous impact inflation, where academic influence is oversized by internal dynamics rather than validated by the global community.
The institution's rate of publication in discontinued journals (Z-score of 0.141) is nearly identical to the national average (0.157), indicating that its practices are in line with a shared systemic pattern across the country. This alignment suggests that the factors influencing publication choices are likely common at a national level. This indicator serves as a critical alert regarding due diligence in selecting dissemination channels. The medium-risk level reflects a vulnerability where a portion of scientific output is channeled through media that may not meet international ethical or quality standards, exposing both the institution and the country to reputational risks from 'predatory' or low-quality practices.
The university's rate of hyper-authored output, with a Z-score of -0.349, shows a notable deviation from the very low national average of -1.105. This suggests an incipient vulnerability and signals that the institution is beginning to show patterns that warrant review before they escalate. While extensive author lists are legitimate in 'Big Science' contexts, a higher rate outside these areas can indicate author list inflation, which dilutes individual accountability and transparency. This signal should prompt a review to distinguish between necessary massive collaboration and the potential emergence of 'honorary' or political authorship practices.
The university exhibits a significantly wider gap between its overall publication impact and the impact of research where it holds a leadership role (Z-score of 0.428) compared to the national average (0.081). This high exposure suggests the institution is more prone than its peers to relying on external partners for impact. A wide positive gap signals a sustainability risk, suggesting that its scientific prestige may be 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 strategic positioning in collaborations where it does not exercise primary intellectual leadership.
The institution demonstrates an exemplary record regarding hyperprolific authorship, with a Z-score of -1.073 that is even lower than the already low national average of -0.967. This signifies a total operational silence in this risk area. The absence of extreme individual publication volumes suggests a healthy balance between quantity and quality, effectively avoiding risks such as coercive authorship or the assignment of authorship without real participation. This strong performance indicates that the university's culture prioritizes the integrity of the scientific record over the simple inflation of metrics.
With a Z-score of -0.268, the university's publication rate in its own journals is perfectly aligned with the national standard, which is also at a very low-risk level. This demonstrates an integrity synchrony with its environment, reflecting a shared commitment to avoiding potential conflicts of interest. By not over-relying on in-house journals, the institution ensures its scientific production largely undergoes independent external peer review. This practice strengthens its global visibility and confirms that internal channels are not used as 'fast tracks' to inflate CVs without standard competitive validation.
The university shows a more controlled approach to redundant publication than its national context, with a Z-score of 0.861 compared to the country's 0.966. This indicates a differentiated management of a risk that appears more common nationally. While the risk level is still medium, this moderation is significant. The lower score suggests a reduced tendency toward 'salami slicing,' the practice of dividing a coherent study into minimal publishable units to artificially inflate productivity. By better managing this, the institution helps to preserve the integrity of the scientific evidence and reduces the burden on the peer-review system, prioritizing significant new knowledge over sheer volume.