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Add TemporalMortalityPredictionEICU task with tests, docs, and example#1114

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leobn3 wants to merge 1 commit intosunlabuiuc:masterfrom
leobn3:feature/temporal-shift-task
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Add TemporalMortalityPredictionEICU task with tests, docs, and example#1114
leobn3 wants to merge 1 commit intosunlabuiuc:masterfrom
leobn3:feature/temporal-shift-task

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@leobn3 leobn3 commented Apr 23, 2026

Contributors

Leopoldo Nikonowicz lbn3 lbn3@illinois.edu

Contribution Type

Standalone task on existing supported dataset (eICU)

Original Paper

Large-Scale Study of Temporal Shift in Health Insurance Claims
https://arxiv.org/pdf/2305.05087

Summary

This PR adds a new TemporalMortalityPredictionEICU task for generating mortality prediction samples with temporal metadata (discharge_year, stay_order, split_group).

Files Added

  • pyhealth/tasks/temporal_mortality.py
  • examples/eicu_temporal_mortality_rnn.py
  • tests/tasks/test_temporal_mortality.py
  • docs/api/tasks/pyhealth.tasks.temporal_mortality.rst

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