| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
2.222 | 1.180 |
|
Retracted Output
|
-0.315 | -0.049 |
|
Institutional Self-Citation
|
-1.000 | -0.465 |
|
Discontinued Journals Output
|
-0.526 | -0.435 |
|
Hyperauthored Output
|
-0.092 | 0.036 |
|
Leadership Impact Gap
|
-0.126 | 0.084 |
|
Hyperprolific Authors
|
-0.857 | 0.345 |
|
Institutional Journal Output
|
-0.268 | -0.225 |
|
Redundant Output
|
0.135 | -0.536 |
The Australian Catholic University demonstrates a robust scientific integrity profile, with an overall risk score of -0.144 indicating performance that is stronger than the global average. The institution's primary strengths lie in its exceptional control over institutional self-citation, publication in discontinued journals, and output in its own journals, all of which show a complete absence of risk signals. Furthermore, the university shows significant resilience by maintaining low-risk levels in hyper-authorship, impact dependency, and hyperprolific authors, areas where the national context presents moderate challenges. The main areas requiring strategic attention are a high exposure to multiple affiliations and an unusual rate of redundant output, which stand out against national norms. According to SCImago Institutions Rankings data, these integrity metrics support a strong research portfolio, with notable national rankings in Agricultural and Biological Sciences (13th), Psychology (16th), and Economics, Econometrics and Finance (21st). This solid performance largely aligns with the university's mission to act in "Truth and Love" for the "common good." However, the identified risks in affiliation and publication redundancy could, if left unaddressed, subtly undermine the commitment to "Truth" by creating perceptions of inflated credit or fragmented knowledge. A targeted review of these specific areas would further solidify the university's excellent standing and ensure its research practices fully embody its foundational values.
The institution presents a Z-score of 2.222, which is notably higher than the national average of 1.180. This result suggests that the university is more exposed to the factors driving this practice than its peers within a national environment that already shows a systemic pattern of moderate risk. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, this elevated rate signals a need for review. The institution should ensure that its high rate of co-affiliation is a product of genuine, strategic collaboration rather than a mechanism for inflating institutional credit or "affiliation shopping," which could compromise the transparency of its research contributions.
With a Z-score of -0.315, the institution displays a more prudent profile regarding retracted publications compared to the national average of -0.049. This indicates that the university's quality control and supervision mechanisms are performing with greater rigor than the national standard, effectively minimizing the occurrence of publications that require retraction. This strong performance suggests a healthy integrity culture where potential errors are likely identified and corrected prior to publication, reinforcing the reliability and quality of its scientific record.
The institution's Z-score of -1.000 signifies a complete absence of risk signals, a result that is even stronger than the low-risk national average of -0.465. This exemplary performance demonstrates that the university's research is validated by the broader scientific community, avoiding the "echo chambers" that can arise from excessive self-referencing. A certain level of self-citation is natural, but this very low rate confirms that the institution's academic influence is driven by external recognition and global integration, not by endogamous dynamics that could artificially inflate its perceived impact.
The university shows a total absence of risk signals in this area, with a Z-score of -0.526 that is slightly better than the already very low national average of -0.435. This indicates total operational silence regarding publications in journals that fail to meet international quality or ethical standards. This performance highlights a strong due diligence process among its researchers in selecting credible dissemination channels, effectively protecting the institution from the reputational damage and wasted resources associated with predatory or low-quality publishing practices.
The institution's Z-score of -0.092 reflects a low-risk profile, contrasting with the moderate-risk national average of 0.036. This demonstrates institutional resilience, suggesting that internal governance and authorship policies are effectively mitigating the systemic pressures for author list inflation that are more prevalent across the country. While extensive author lists are legitimate in "Big Science," this controlled rate indicates that the university successfully distinguishes between necessary massive collaboration and questionable "honorary" authorship, thereby preserving individual accountability and transparency.
With a Z-score of -0.126, the institution maintains a low-risk profile, indicating a healthy balance between the impact of its overall output and that of the research it leads. This contrasts favorably with the national average of 0.084, which signals a moderate dependency on external partners. The university's result suggests institutional resilience and a strong internal capacity for generating high-impact science. This demonstrates that its scientific prestige is largely structural and endogenous, not overly dependent on collaborations where it does not exercise intellectual leadership, thereby ensuring the sustainability of its research excellence.
The institution exhibits a Z-score of -0.857, indicating a very low incidence of hyperprolific authors and showcasing strong institutional control. This performance is significantly better than the national average of 0.345, which points to a moderate-risk environment. This suggests the university's internal mechanisms effectively mitigate the country's systemic risks related to extreme publication volumes. By maintaining this low rate, the institution promotes a balance between quantity and quality, avoiding potential integrity issues such as coercive authorship or the assignment of credit without meaningful intellectual contribution.
The institution's Z-score of -0.268 is in close alignment with the national average of -0.225, reflecting a shared environment of maximum scientific security in this domain. This integrity synchrony indicates that, like its national peers, the university does not excessively rely on its own journals for dissemination. This practice avoids potential conflicts of interest and academic endogamy, ensuring that its scientific production undergoes independent external peer review. This commitment to external validation strengthens the global visibility and credibility of its research.
A monitoring alert is triggered by the institution's Z-score of 0.135, which indicates a moderate risk of redundant publication. This level is highly unusual when compared to the national context, where the average score of -0.536 shows a complete absence of such signals. This discrepancy suggests the issue is specific to the institution rather than a systemic national trend, requiring a review of internal causes. A high rate of bibliographic overlap can indicate 'salami slicing'—the practice of fragmenting a single study into multiple minimal publications to inflate productivity. This practice can distort the scientific record and should be investigated to ensure research contributions are substantive and coherent.
