| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.857 | -0.615 |
|
Retracted Output
|
0.681 | 0.777 |
|
Institutional Self-Citation
|
-1.563 | -0.262 |
|
Discontinued Journals Output
|
0.783 | 0.094 |
|
Hyperauthored Output
|
-0.500 | -0.952 |
|
Leadership Impact Gap
|
3.441 | 0.445 |
|
Hyperprolific Authors
|
-1.233 | -0.247 |
|
Institutional Journal Output
|
-0.268 | 1.432 |
|
Redundant Output
|
0.093 | -0.390 |
Lorestan University of Medical Sciences presents a profile of notable strengths in research integrity, contrasted with specific, high-impact vulnerabilities that require strategic attention. With an overall risk score of 0.198, the institution demonstrates robust control in several key areas, particularly showing very low risk in Institutional Self-Citation, Hyperprolific Authors, and Output in Institutional Journals, indicating a culture that favors external validation and prioritizes quality over problematic publication volumes. However, this positive landscape is challenged by a significant risk in the gap between its overall research impact and the impact of work under its direct leadership, alongside medium-level risks in retracted output and publication in discontinued journals. According to SCImago Institutions Rankings data, the university's primary thematic strengths lie in Veterinary (ranked 33rd in Iran), Medicine (49th), Pharmacology, Toxicology and Pharmaceutics (71st), and Social Sciences (75th). While a specific mission statement was not available for this analysis, the identified dependency on external leadership for impact could challenge any institutional goal centered on developing sovereign research excellence. Upholding scientific integrity is fundamental to the values of excellence and social responsibility core to any academic mission. The university is encouraged to leverage its clear strengths in integrity as a foundation for a targeted strategy to mitigate its specific vulnerabilities, thereby building a more sustainable and autonomous research ecosystem.
The institution's Z-score for this indicator is -0.857, which is more favorable than the national average of -0.615. This suggests a prudent and well-managed approach to author affiliations, showing more rigor than the national standard. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's low score indicates that its collaborative practices are transparent and do not present signals associated with "affiliation shopping," reflecting a healthy and clear attribution of scientific work.
With a Z-score of 0.681, the institution operates slightly below the national average of 0.777, demonstrating differentiated management that moderates a risk common in the country. Retractions are complex events; some signify responsible supervision and the correction of honest errors. However, a medium-level score suggests that pre-publication quality control mechanisms may be facing challenges. This value, while better than the national context, indicates a need to reinforce internal review processes to prevent potential systemic failures in methodological rigor or research integrity that could lead to post-publication corrections.
The institution exhibits an exceptionally low Z-score of -1.563, starkly contrasting with the country's low-risk score of -0.262. This demonstrates a low-profile consistency, where the complete absence of risk signals aligns with and even surpasses the secure national standard. A certain level of self-citation is natural, but high rates can signal scientific isolation or 'echo chambers.' This institution's very low score is a significant strength, indicating that its research is validated by the broader international community rather than through internal dynamics, effectively avoiding any risk of endogamous impact inflation.
The institution's Z-score of 0.783 indicates a high exposure to this risk, as it is significantly more pronounced than the national average of 0.094. This suggests the center is more prone to showing alert signals than its environment. A high proportion of publications in discontinued journals is a critical alert regarding due diligence in selecting dissemination channels. This score indicates that a portion of the university's scientific output is being channeled through media that may not meet international ethical or quality standards, exposing it to severe reputational risks and highlighting an urgent need for improved information literacy to avoid "predatory" practices.
With a Z-score of -0.500, the institution shows a slightly higher tendency for this indicator compared to the national average of -0.952, though both remain in the low-risk category. This suggests an incipient vulnerability, with signals that warrant review before they might escalate. Outside of "Big Science" contexts where extensive author lists are normal, high rates can indicate author list inflation, diluting individual accountability. The university's score, while not alarming, serves as a signal to proactively ensure that authorship practices remain transparent and reflect genuine collaboration rather than honorary or political attributions.
The institution presents a critical Z-score of 3.441, a value that significantly amplifies the vulnerability already present in the national system, which has a medium-risk score of 0.445. This is the most pressing issue identified in the analysis. A very wide positive gap signals a major sustainability risk, suggesting that the institution's scientific prestige is highly dependent and exogenous, not structural. This result urgently invites reflection on whether its high-impact metrics result from genuine internal capacity or from strategic positioning in collaborations where the institution does not exercise intellectual leadership, potentially hindering the development of a sovereign research agenda.
The institution's Z-score of -1.233 is exceptionally low, positioning it far more securely than the national average of -0.247. This result demonstrates low-profile consistency, where the absence of risk signals is even more pronounced than in the already low-risk national environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and point to risks like coercive authorship or "salami slicing." The university's excellent score in this area indicates a healthy balance between productivity and quality, suggesting that its research culture effectively discourages practices that prioritize metrics over the integrity of the scientific record.
The institution shows a Z-score of -0.268, which is a sign of exceptional strength when compared to the country's medium-risk score of 1.432. This demonstrates a clear case of preventive isolation, where the center successfully avoids replicating a risk dynamic observed in its environment. Excessive dependence on in-house journals can raise conflicts of interest and lead to academic endogamy by bypassing independent peer review. The university's very low score indicates a commitment to seeking external validation through competitive international channels, a practice that enhances its global visibility and scientific credibility.
The institution's Z-score of 0.093 represents a moderate deviation from the national context, which has a low-risk score of -0.390. This indicates that the center shows a greater sensitivity to this risk factor than its national peers. Massive bibliographic overlap between publications often indicates data fragmentation or "salami slicing," a practice of dividing a study into minimal units to artificially inflate productivity. This medium-risk score serves as an alert that such practices may be occurring, potentially distorting the scientific evidence base and warranting a review of publication guidelines to encourage more substantial and coherent contributions.
