Time-Critical Reasoning: Representations and Application
This work addresses time-critical decision-making in domains like healthcare, but it appears to be a review or reformulation rather than a novel empirical contribution.
The paper tackles the problem of time-critical action by reformulating knowledge acquisition to focus on time-dependent utilities over outcomes, rather than complex temporal probabilistic dependencies, and applies this to trauma-care triage and transportation decisions.
We review the problem of time-critical action and discuss a reformulation that shifts knowledge acquisition from the assessment of complex temporal probabilistic dependencies to the direct assessment of time-dependent utilities over key outcomes of interest. We dwell on a class of decision problems characterized by the centrality of diagnosing and reacting in a timely manner to pathological processes. We motivate key ideas in the context of trauma-care triage and transportation decisions.