Antimicrobial stewardship in acute care centres: A survey of 68 hospitals in Quebec

BACKGROUND: Antimicrobial stewardship programs (ASPs) and quantitative monitoring of antimicrobial use are required to ensure that antimicrobials are used appropriately in the acute care setting, and have the potential to reduce costs and limit the spread of antimicrobial-resistant organisms and Clostridium difficile. Currently, it is not known what proportion of Quebec hospitals have an ASP and/or monitor antimicrobial use

Current advances in neural decoding

Contains fulltext : 207719.pdf (publisher's version ) (Closed access)Neural decoding refers to the extraction of semantically meaningful information from brain activity patterns. We discuss how advances in machine learning drive new advances in neural decoding. While linear methods allow for the reconstruction of basic stimuli from brain activity, more sophisticated nonlinear methods are required when reconstructing complex naturalistic stimuli. We show how deep neural networks and adversarial training yield state-of-the-art results. Ongoing advances in machine learning may one day allow the reconstruction of thoughts from brain activity patterns, providing a unique insight into the contents of the human mind