Domain Adversarial Convolutional Neural Network Improves the Accuracy and Generalizability of Wearable Sleep Assessment Technology.

Wearable accelerometers are widely used as an ecologically valid and scalable solution for long-term at-home sleep monitoring in both clinical research and care. In this study, we applied a deep learning domain adversarial convolutional neural network (DACNN) model to this task and demonstrated that this new model outperformed existing sleep algorithms in classifying sleep-wake and estimating sleep outcomes based on wrist-worn accelerometry. This model generalized well to another dataset based on different wearable devices and activity counts, achieving an accuracy of 80.

Strawberry Plant as a Biomonitor of Trace Metal Air Pollution-A Citizen Science Approach in an Urban-Industrial Area near Lisbon, Portugal.

A biomonitoring study of air pollution was developed in an urban-industrial area (Seixal, Portugal) using leaves of strawberry plants ( Duchesne ex Rozier) as biomonitors to identify the main sources and hotspots of air pollution in the study area. The distribution of exposed strawberry plants in the area was based on a citizen science approach, where residents were invited to have the plants exposed outside their homes. Samples were collected from a total of 49 different locations, and their chemical composition was analyzed for 22 chemical elements using X-ray Fluorescence spectrometry.

Antioxidant, Phytochemical, and Pharmacological Properties of Algerian Extracts.

Water mint () is used in many formulations worldwide as a functional food and natural remedy to treat gastrointestinal disorders, lung diseases, and certain mental disorders such as epilepsy and depression. This study assessed the bioactivity of its infusion extract (INF) and hydroethanolic extract (HE) to highlight its health benefits. These extracts were analyzed for their chemical composition by HPLC-DAD-ESI-MSn, their antioxidant and antidiabetic properties, and their capacities to protect human erythrocytes against induced hemoglobin oxidation and lipid peroxidation.

Correction: Moving towards a core measures set for patient safety in perioperative care: An e-Delphi consensus study.

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Gaps in Evidence-Based Recommendations for Low Back Pain: Analysis of the Accuracy of the Care Pathway in Primary Care.

Background: Primary health care is the gateway to low back pain (LBP) management. Effective management of LBP can reduce disability and socioeconomic burden. Standardised, accurate, and evidence-based information for assertive decision-making in care pathways for LBP has the potential to improve health service efficiency.