ventilation
clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.6
What this repo does
This repository contains a Clarus v0.6 intervention pathway dataset focused on ventilator deterioration dynamics.
The dataset evaluates whether a model can determine if a proposed intervention meaningfully stabilizes a deteriorating ventilated system.
The task requires reasoning from:
system state
trajectory toward instability
boundary geometry
recovery geometry
intervention vector
projected trajectory consequence
The model cannot read the answer directly.
It… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.6.clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.4
What this repo does
This repository contains a Clarus v0.4 cascade boundary discovery dataset modeling ventilator deterioration.
Earlier Clarus datasets focused on detecting cascade states or forecasting collapse trajectories.
Version v0.4 extends the framework to a harder task:
detecting whether a system lies on the instability boundary itself.
The dataset models ventilator-linked deterioration as a coupled physiological system in which ventilation stress, declining physiological… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.4.clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.9
Clinical Quad Ventilation Stress Buffer Lag Coupling Ventilator Deterioration (v0.9)
What this repo does
This dataset implements a Clarus v0.9 intervention-competition benchmark.
Earlier dataset versions focused on detecting:
deterioration
regime transitions
boundary proximity
recovery feasibility
v0.9 extends the ladder.
The benchmark now evaluates whether a model can identify the correct rescue path when multiple interventions compete under narrowing rescue windows.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.9.clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.5
What this repo does
This repository provides a Clarus v0.5 cascade recovery geometry dataset modeling ventilator deterioration.
Earlier Clarus datasets focused on detecting deterioration states and identifying instability boundaries.
Version v0.5 adds a recovery geometry layer that asks a stricter question:
Can the system still return to stability?
The task is binary classification over ventilator-linked deterioration states using:
• a four-variable clinical quad• trajectory… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.5.clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.1
What this repo does
This dataset models the transition from supported but recoverable ventilation to ventilator-associated deterioration using a four-variable coupling structure.
The goal is to detect when a patient is drifting toward respiratory and systemic decline despite ventilatory support.
Ventilator deterioration often unfolds as a cascade: ventilation stress rises, physiological reserve narrows, intervention delays reduce reversibility, and organ interactions amplify… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v0.1.africa-tunisia-ventilation-des-investissements-declares-par-gouvernorat-e-e96c82b9
Ventilation Des Investissements Declares Par Gouvernorat E | Africa (Tunisia Open Data)
48 rows - 1 Africa country/area - 2018 - 2 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 48 rows from Tunisia Open Data, covering Ventilation Des Investissements Declares Par Gouvernorat E. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-tunisia-ventilation-des-investissements-declares-par-gouvernorat-e-e96c82b9.