openenv.yaml

name: sepsi-gym
version: 0.1.0
description: A real-world clinical RL environment for sepsis diagnosis and treatment management using MIMIC-III trajectories. Agents must strategically request labs and choose treatments under partial observability.
entrypoint: server.app:app
client: client.SepsisTreatmentEnv
action_model: models.SepsisAction
observation_model: models.SepsisObservation
state_model: models.SepsisState
tags:
  - openenv
  - healthcare
  - offline-rl
  - sepsis
tasks:
  - id: easy
    title: Early Sepsis Workup
    description: Identify likely sepsis early and request the most informative initial labs from partial bedside data.
  - id: medium
    title: Diagnosis And Early Treatment
    description: Use iterative lab requests to confirm deterioration and start an appropriate treatment plan early.
  - id: hard
    title: Full Sepsis Management
    description: Balance workup, treatment escalation, and stabilization across longer unstable sepsis trajectories.