HiRID High Time-Resolution ICU Dataset

Source

Action-Time-Series Notes

  • Dataset type: high-resolution ICU time series.
  • Temporal structure: dense ICU measurements with very high temporal resolution plus event records.
  • Actions or interventions: ICU treatments, medications, interventions, and clinically relevant events depending on extracted tables.
  • Suitability: strong for high-frequency physiology dynamics; access and preprocessing require care.

Foundation TSFM Relevance

Agenda slotVerdictEvidenceMissing pieces
Time representation and irregular event streamspartially closesThe dataset provides high-resolution ICU measurements plus event records.Needs normalized event typing and clinically faithful missingness semantics.
Latent-state predictionadjacentPhysiological state is a natural hidden variable behind the dense measurement stream.The source is a dataset description, not a state-representation objective or benchmark.
Causal structure, counterfactuals, and controladjacentTreatments, medications, and clinical interventions can appear as action-like events.Needs explicit intervention tables, policy context, and counterfactual outcome design.