Predicting vasovagal reactions to needles from video data using 2D-CNN with GRU and LSTM.

When undergoing or about to undergo a needle-related procedure, most people are not aware of the adverse emotional and physical reactions (so-called vasovagal reactions; VVR), that might occur. Thus, rather than relying on self-report measurements, we investigate whether we can predict VVR levels from the video sequence containing facial information measured during the blood donation. We filmed 287 blood donors throughout the blood donation procedure where we obtained 1945 videos for data analysis.

Shared Decision-Making on Tobacco Smoking by Older Adults Living in Residential Care Facilities: Care Professionals' Perspectives.

Objectives: Older adults with physical or cognitive disabilities may need to move to residential care facilities (RCFs). Some older adults smoke tobacco and become dependent on their care professionals to continue smoking. Care professionals need to balance an individual resident's quality of life and well-being with the health and safety of all residents and staff.

Improving the accUracy of Referrals to the emerGency departmEnt of patieNts with chesT pain using the modified HEART score in Emergency Medical Transport (URGENT 2.0): protocol for a multicentre randomised controlled trial.

Introduction: Ischaemic heart disease is the single most common cause of death worldwide. Traditionally, distinguishing patients with cardiac ischaemia from patients with less alarming disease, in prehospital triage of chest pain, is challenging for both general practitioners and ambulance paramedics. Less than 20% of patients with chest pain, transferred to the emergency department (ED), have an acute coronary syndrome (ACS) and the transportation and analysis at the ED of non-ACS patients result in substantial healthcare costs and a great patient burden.