Eye tracking insights into physician behaviour with safe and unsafe explainable AI recommendations
We studied clinical AI-supported decision-making as an example of a high-stakes setting in
which explainable AI (XAI) has been proposed as useful (by theoretically providing …
which explainable AI (XAI) has been proposed as useful (by theoretically providing …
MIDAS: Deep learning human action intention prediction from natural eye movement patterns
Eye movements have long been studied as a window into the attentional mechanisms of the
human brain and made accessible as novelty style human-machine interfaces. However, not …
human brain and made accessible as novelty style human-machine interfaces. However, not …
Eye-tracking of clinician behaviour with explainable AI decision support: a high-fidelity simulation study
Explainable AI (XAI) is seen as important for AI-driven clinical decision support tools but
most XAI has been evaluated on non-expert populations for proxy tasks and in low-fidelity …
most XAI has been evaluated on non-expert populations for proxy tasks and in low-fidelity …
Evaluating the impact of explainable RL on physician decision-making in high-fidelity simulations: insights from eye-tracking metrics
Explainable reinforcement learning (XRL) is crucial for reinforcement learning (RL)
algorithms within clinical decision support systems. However, most XRL evaluations have …
algorithms within clinical decision support systems. However, most XRL evaluations have …
Interaction of doctors with explainable RL decision support via behavioural readouts of eye-tracking
Explainable reinforcement learning (XRL) is crucial for reinforcement learning (RL)
algorithms within clinical decision support systems. However, most XRL evaluations have …
algorithms within clinical decision support systems. However, most XRL evaluations have …
Clinical Evaluation Framework Using Behavioural & Visual Attention Read-Outs for Explainable AI (XAI)
Background: Explainable AI (XAI) is seen as important for clinical AI-driven recommender
systems but systematic evaluation of impact is lacking (typically only non-expert populations …
systems but systematic evaluation of impact is lacking (typically only non-expert populations …