artificial Intelligence to DisEngage from FIXation – IDEFIX
In critical real-world environments, professionals have to make provisional assessments of the situation based on partial and uncertain information. This context is favorable to fixation errors, i.e. not updating the assessment of a situation or persisting in an action plan that is no longer appropriate. These errors are a major cause of adverse events and accidents in healthcare and commercial aviation. The IDEFIX project aims to study how Artificial Intelligence and Virtual Reality can help professionals in critical situations, such as airline pilots and healthcare professionals, detect and develop strategies to mitigate such fixation errors (which regroup several types of erroneous diagnoses of the situation). To this aim, we will study the behavior of pilots and healthcare professionnals in simulated environments, build a formal model of the situation, develop a logic-based assistant that can identify possible fixation errors, and assess the impact of such a device on the operators’ performance. A multidisciplinary approach will be adopted, combining human sciences (human factors, psychology) and computer science (artificial intelligence, human-computer interaction, virtual reality for training). Our contributions to human sciences concern the understanding of mechanisms underlying fixation errors. Our contributions to computer science concern the design of a formal model of human error diagnosis and its use for training in virtual and augmented reality environments. This project aims at increasing human safety in the fields of commercial aviation and health.
Project coordination
Nicolas Sabouret (Laboratoire Interdisciplinaire des Sciences du Numérique)
The author of this summary is the project coordinator, who is responsible for the content of this summary. The ANR declines any responsibility as for its contents.
Partnership
LISN Laboratoire Interdisciplinaire des Sciences du Numérique
IRBA Direction Centrale du Service de Santé des Armées
DTIS/ICNA Office National d'Etudes et de Recherches Aerospatiales
LMF LMF-Université Paris-Saclay
HEUDIASYC Université de Technologie de Compiègne
Ecole de Chirurgie Université Claude Bernard Lyon 1
Help of the ANR 1,046,136 euros
Beginning and duration of the scientific project:
December 2024
- 48 Months