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Metaplastic breast cancer (MpBC) is a rare and aggressive subtype of breast cancer, with data emerging on prognostic factors and survival prediction. This study aimed to develop machine learning models to predict breast cancer-specific survival (BCSS) in MpBC patients, utilizing a dataset of 160 patients with clinical, pathological, and biological variables. An in-depth variable selection process was carried out using gain ratio and correlation-based methods, resulting in 10 variables for model estimation. Five models (decision tree with bagging; logistic regression; multilayer perceptron; naïve Bayes; and, random forest algorithms) were evaluated using 10-fold cross-validation. Despite the constraints posed by the absence of therapeutic information, the random forest model exhibited the highest performance in predicting BCSS, with an ROC area of 0.808. This study emphasizes the potential of machine learning algorithms in predicting prognosis for complex and heterogeneous cancer subtypes using clinical datasets, and their potential to contribute to patient management. Further research that incorporates additional variables, such as treatment response, and more advanced machine learning techniques will likely enhance the predictive power of MpBC prognostic models. [ABSTRACT FROM AUTHOR]

This article argues that visual art has an integral role to play in the educational mission of war museums that goes beyond merely illustrating historical narratives. The significant fine art collection of the IWM (Imperial War Museums), which contains over 20,000 items, is explored with a specific focus on how art curators from IWM London engage with these works to inform the Museum’s narratives. More than any other part of the IWM collection, art has the ability to address abstract concepts and analytical themes related to the history of war. The article draws on interviews with IWM art curators, and examines the often contested role that the art collection plays in the broader efforts of a museum currently celebrating its centenary year. [ABSTRACT FROM AUTHOR]

Health guidelines in many countries advise women that not drinking alcohol during pregnancy is the safest option for their babies. This advice is based on a lack of evidence about what is a safe amount of alcohol and increasing concern about Foetal Alcohol Spectrum Disorders. While there is some knowledge of factors informing women's views and practices in relation to alcohol consumption during pregnancy, there is little knowledge or understanding of the ways women interpret and respond to the abstinence public health advice in Australia and its bearing, if any, on their own practices. In this article, we examine women's experiences of alcohol consumption during pregnancy and their views of the abstinence advice. We locate our analysis within the body of thinking that views pronouncements about risks during pregnancy as bound up with social and cultural values and ideas about what it means to be a 'good' or 'bad' mother, as much as they are about science. We draw on a study that we undertook in 2014 of 20 women, who were either pregnant, had recently had a child or who had young children, or who were planning for pregnancy, who took part in one-to -one qualitative interviews or participated in focus group discussions in Canberra, Australia. We found that the women in our study variously described receiving reassurance after drinking in early pregnancy; opting to abstain as the safest option in the face of uncertainty; and having an occasional drink if they felt like it. In response to the abstinence advice, we found that some women understood it as a responsible message, even if they had not necessarily adhered to it, while others criticised it as an example of policing pregnant women. Overall, the women in our study accepted that it was possible to drink responsibly during pregnancy and defended this view through strategies of normalising the occasional drink, emphasising a woman's right to make her own decisions, and associating low-level consumption with low risk. [ABSTRACT FROM AUTHOR]

A review is offered of the historical exhibition of World War I in the galleries of the Australian War Memorial in Canberra, Australian Capital Territory.

Background: Tobacco smoking and use of smokeless tobacco are the most preventable cause of death in Bangladesh. The prevalence of psychological distress is increasing globally. This paper reports the smoking status and their association with psychological distress and other factors in a rural district, Narail, of Bangladesh.Materials and Methods: Data were collected from 2425 adults of age 18-90 years. Smoking status along with sociodemographic characteristics and measures of psychological distress using the Kessler 10-item questionnaire were collected using a face-to-face data collection method.Results: The crude (age-standardized) prevalence of ever smoking was 27.1 (24.3)% that includes current 25.6 (23.7) and smoker 1.5 (0.6)%, and the prevalence of smokeless tobacco (SLT) was 23.5 (13.4)%. The prevalence of ever smoking was the highest in daily labourers (62.9%) and SLT use was the highest in widowed people (47.2%). After adjustment for covariates, no education (odds ratio (OR): 3.78, 95% confidence interval (CI): 1.57-9.07 for females and OR: 2.69, 95% CI: 1.87-3.87 for males) compared to at least secondary level of education and daily labours (OR: 6.66, 95% CI: 1.67-26.6 for females and OR: 5.12, 95% CI: 1.30-20.19 for males) compared to housework were associated with higher prevalence of ever smoking. Any level of psychological distress, such as mild psychological distress, was associated with at least double the prevalence of tobacco smoking in females (OR: 2.12, 95% CI: 1.67-3.83) but not in males (OR: 1.12, 95% CI: 0.80-1.56). Psychological distress was not associated with SLT use.Conclusions: Prevalence of both smoking and SLT use was high, particularly in daily labourers, people with no education, and females with psychological distress in rural Bangladesh. Appropriate intervention programs should especially target those of low levels of education and laborious occupations for increasing awareness for the cessation of smoking in rural Bangladesh. [ABSTRACT FROM AUTHOR]