Test-Retest Data for Radiomics Feature Stability Analysis: Generalizable or Study-Specific?

Radiomics is an objective method for extracting quantitative information from medical images. However, in radiomics, standardization, overfitting, and generalization are major challenges to be overcome. Test–retest experiments can be used to select robust radiomic features that have minimal variation. Currently, it is unknown whether they should be identified for each disease (disease specific) or are only imaging device-specific (computed tomography [CT]-specific). Here, we performed a test–retest analysis on CT scans of 40 patients with rectal cancer in a clinical setting. Correlation between radiomic features was assessed using the concordance correlation coefficient (CCC). In total, only 9/542 features have a CCC > 0.85. Furthermore, results were compared with the test–retest results on CT scans of 27 patients with lung cancer with a 15-minute interval. Results show that 446/542 features have a higher CCC for the test–retest analysis of the data set of patients with lung cancer than for patients with rectal cancer. The importance of controlling factors such as scanners, imaging protocol, reconstruction methods, and time points in a radiomics analysis is shown. Moreover, the results imply that test–retest analyses should be performed before each radiomics study. More research is required to independently evaluate the effect of each factor.

What Keeps Them Together? Insights into Sex Offender Couples Using Qualitative Content Analyses

Research on sex offenders' relationships is scarce. The aim of this qualitative study was to investigate sex offenders' relationships as well as their female partners' adjustment strategies by means of interview analysis. Both partners profit from the relationship in terms of mutual support and acceptance. The sexual offense is a taboo subject, and the female partners were found to demonstrate cognitive distortions. The imbalance of power found in the sex offenders' relationships is discussed, as is the finding that those sexual offenders interviewed live out their need for dominance and sometimes their aggression. The women interviewed were found to cling to their partners as a result of their insecure attachment style. We discuss couples counseling and therapy as possibilities for addressing the imbalance of power and casting light upon the sexual aspect of the relationship.

Foot-and-Mouth Disease Seroprevalence in Cattle in Eritrea

Information about seroprevalence of foot-and-mouth disease (FMD) and virus serotypes in Eritrea is unavailable, but is very important as it may guide the choice of intervention measures including vaccination to be implemented. We carried out a cross-sectional study from February to June 2011 in Eritrea with a two-stage cluster design, sampling cattle in 155 villages with the objective of determining the seroprevalence of FMD in four administrative regions of the country. We analysed cattle sera (n = 2429) for FMD virus antibodies using the non-structural ELISA (NS ELISA) and virus neutralization test (VNT). The overall seroprevalence was 26% and 30% for the NS ELISA and VNT, respectively. FMD virus serotypes O (14%) and A (11%) were the most prevalent. Gash Barka showed the highest (39%) seroprevalence both in NS ELISA and VNT compared to the other three administrative regions. Strategic FMD virus vaccination with type O and A (matching circulating strains) in combination of zoo-sanitary measures would be the best control option for Eritrea which could be started in areas where the disease is less endemic.