The article concerns the automation of vessel movement anomaly detection for maritime and coastal traffic safety services. Deep Learning techniques, specifically Convolutional Neural Networks (CNNs), were used to solve this problem. selleck chemical Three variants of the datasets, containing samples of vessel traffic routes in relation to the prohibited area in the form of a grayscale image, were generated. 1458 convolutional neural networks with different structures were trained to find the best structure to classify anomalies. The influence of various parameters of network structures on the overall accuracy of classification was examined. For the best networks, class prediction rates were examined. Activations of selected convolutional layers were studied and visualized to present how the network works in a friendly and understandable way. The best convolutional neural network for detecting vessel movement anomalies has been proposed. The proposed CNN is compared with multiple baseline algorithms trained on the same dataset.Although there is growing recognition of the effects of living with sleep disorders and the important role of primary care in their identification and management, studies indicate that the detection of sleep apnoea (OSA) and insomnia may still be low. This large representative community-based study (n=2977 adults) used logistic regression models to examine predictors of self-reported OSA and current insomnia and linear regression models to examine the association of these sleep conditions with both mental and physical components of health-related quality of life (HRQoL) and health service use. Overall, 5.6% (95% confidence interval (CI) 4.6-6.7) and 6.8% (95% CI 5.7-7.9) of subjects self-reported OSA (using a single-item question) and current insomnia (using two single-item questions) respectively. Many sociodemographic and lifestyle predictors for OSA and insomnia acted in different directions or showed different magnitudes of association. Both disorders had a similar adverse relationship with physical HRQoL, whereas mental HRQoL was more impaired among those with insomnia. Frequent consultations with a doctor were associated with a lower physical HRQoL across these sleep conditions; however, lower mental HRQoL among those frequently visiting a doctor was observed only among individuals with insomnia. The adverse relationship between sleep disorders and physical and mental HRQoL was substantial and should not be underestimated.There is worldwide recognition of the need to redesign health service delivery with a focus on strengthening primary health care and aligning health and social care through integrated models. A defining feature of integrated models is improved patient and carer experience of care. This study explored the experiences of older people and their carers enrolled in a unique model of integrated care that provides a specialist geriatric intervention in the primary care setting for older adults with complex needs in Far North Queensland. A qualitative exploratory descriptive design using semistructured interviews was used to address the study aims. Seventeen older people and nine carers took part in the study. Data were analysed inductively, guided by the principles of thematic analysis. Three themes emerged getting by; achieving positive change; and improving and maintaining the OPEN ARCH (Older Persons ENablement And Rehabilitation for Complex Health conditions) approach. The findings indicate that enablement models of integration can be successful in activating positive change towards independence for the older person with complex needs. Understanding patients' and carers' experiences is essential to comprehensive service evaluation.Annual vaccination is effective in reducing the harms associated with seasonal influenza. However, the uptake of influenza vaccine has historically been low in children. This paper reports a descriptive survey that sought to explore the beliefs, attitudes, and knowledge of general practitioners (GPs) and general practice nurses (GPNs) towards influenza vaccination in young children. Both GPs and GPNs working in the Illawarra Shoalhaven Local Health District (ISLHD) in NSW, Australia, were invited via email, fax and social media to participate in the study. A total of 121 participants completed the survey. Most participants had a high level of support and knowledge of influenza immunisation in young children. Barriers to influenza immunisation in young children included perceived hesitancy in parents and competing clinical demands. The participants strongly supported funding of the vaccine, with 90.9% feeling that parents would be less likely to vaccinate their children if the vaccine were no longer free. Both GPs and GPNs differed in the use of influenza vaccination resources. The participants had a positive attitude to influenza immunisation in young children and strongly supported continued funding of the vaccine. Dedicated young children's influenza vaccination clinics run by general practices or in the community could reduce the impact of competing clinical demands.Regional integrated service planning has been identified as a key priority for improving the mental health system in Australia. The National Mental Health Service Planning Framework (NMHSPF) is an integrated planning tool that estimates the resources required to deliver the optimal mix of mental health services to a population. In 2016, Queensland Health commissioned a trial application of the NMHSPF for joint mental health planning between a Primary Health Network (PHN) and the corresponding state Hospital and Health Services (HHSs) in a regional area. The aim of this work was to collaborate with stakeholders from each organisation to collect available data on the delivery and resources of existing mental health services in the region and compare these to NMHSPF estimates to identify potential priority areas for planning. This paper provides mental health planners with an exemplar model for using the NMHSPF to support integrated planning at the regional level and describes the barriers, facilitators and key outcomes of this work.