Tim Noblet, Feroz Jadhakhan, Andrew Bennett, Carol McCrum, Simon O'Shea, Amanda Hensman-Crook, Paul Barratt, Paul Regan, Lynne Ronan, Dave Baker, Alison Rushton
A multi-site prospective, observational study of physiotherapist independent prescribing activity across musculoskeletal clinics in the United Kingdom
Musculoskeletal science & practice
individuals autism spectrum disorder may display interfering behaviors limit inclusion educational community settings negatively impacting quality life behaviors may also signal potential medical conditions indicate upcoming highrisk behaviors study explores behavior patterns precede highrisk challenging behaviors seizures following day analyzed existing dataset behavior seizure data 331 children profound asd nine years developed deep learningbased algorithm designed predict likelihood aggression elopement selfinjurious behavior sib three highrisk behavioral events well seizure episodes highrisk medical event occurring next day proposed model attained accuracies 784 8068 8543 6995 predicting nextday occurrence aggression sib elopement seizure episodes respectively results proven significant 95 population highrisk event predictions using permutationbased statistical tests findings emphasize potential leveraging historical behavior data early detection highrisk behavioral medical events paving way behavioral interventions improved support social educational environments