Sessions

Amy är den smarta söktjänsten för varje vårdavdelning! Amy är er nya smarta kollega som hjälper er avdelning att spåra utrustning och håller ordning på service och underhåll. Amy vet vart utrustning finns, hur länge den stått där och när den senast blev servad eller rengjord. Ett användarvänligt och enkelt system som hjälper er avdelning att använda utrustningen mer effektivt och minskar hanteringen med att leta efter utrustning och material. Mer tid till att vårda istället för att leta helt enkelt! Presenteras av: OneMed Sverige AB. Presenteras på engelska.

Electroencephalography (EEG) has recently gained popularity in user authentication systems since it is unique and less impacted by fraudulent interceptions. Although EEG is known to be sensitive to emotions, understanding the stability of brain responses to EEG-based authentication systems is challenging. In this study, we compared the effect of different emotion stimuli for the application in the EEG-based biometrics system (EBS). Initially, we pre-processed audio-visual evoked EEG potentials from the ‘A Database for Emotion Analysis using Physiological Signals’ (DEAP) dataset. A total of 21 time-domain and 33 frequency-domain features were extracted from the considered EEG signals in response to Low valence Low arousal (LVLA) and High valence low arousal (HVLA) stimuli. These features were fed as input to an XGBoost classifier to evaluate the performance and identify the significant features. The model performance was validated using leave-one-out cross-validation. The pipeline achieved high performance with multiclass accuracy of 80.97% and a binary-class accuracy of 99.41% with LVLA stimuli. In addition, it also achieved recall, precision and F-measure scores of 80.97%, 81.58% and 80.95%, respectively. For both the cases of LVLA and LVHA, skewness was the stand-out feature. We conclude that boring stimuli (negative experience) that fall under the LVLA category can elicit a more unique neuronal response than its counterpart the LVHA (positive experience). Thus, the proposed pipeline involving LVLA stimuli could be a potential authentication technique in security applications.

A lecture that is 100% generated and held by an AI? A few years ago that might have sounded like a science fiction scenario, but with the current tools such as Replika, GPT-3, DALL-E, MidJourney and more, AI content is being produced in a very high speed. In this lecture, a combination of AI techniques will be used to generate a lecture, fully held by the AI avatar ANDI about what the various algorithms think about the advancement of AI in health care for diagnosis, treatment and support. 

Quantum technologies within healthcare and life sciences.

Forsante Anticoagulation is a CE certified digital service that automates the dosing of anticoagulants and treatment follow-up. Automation capabilities save up to 80% of clinicians’ time spent in the anticoagulation treatment process. Treatment quality is improved by standardising treatment models. Our data shows that patients’ treatment balance is enhanced over time in terms of TTR (time in therapeutic range). Better TTR reduces adverse events and improves safety.