datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v1.0
ClarusC64/clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for postoperative collapse under a four-variable clinical quad:
surgical_stress
buffer_capacity
lag_burden
coupling_stress
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration or ranking one intervention against another.
It tests whether a controller can:
choose the… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v1.0.clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.1
Clinical Quad Oxygen Demand Buffer Lag Coupling Respiratory Collapse v1.1
What this repo does
This dataset evaluates whether a model can select the correct control policy when:
multiple respiratory interventions appear viable
early signals suggest improvement
alternative policies produce better long-term outcomes
The task is not prediction.
The task is selecting the correct action under uncertainty, feedback, and misleading signal structure.
Core quad
The… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.1.clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v0.9
(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.
This reflects real system decision geometry.
In real systems:
several… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v0.9.clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.1
Clinical Quad Infection Buffer Lag Coupling Sepsis Transition v1.1
What this repo does
This dataset evaluates whether a model can select the correct control policy when:
multiple sepsis interventions appear viable
early signals suggest improvement
alternative policies produce better long-term outcomes
The task is not prediction.
The task is selecting the correct action under uncertainty, feedback, and misleading signal structure.
Core quad
The system is… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.1.clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v1.0
ClarusC64/clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for multi-organ failure transition under a four-variable clinical quad:
metabolic_stress
buffer_capacity
lag_burden
organ_coupling_stress
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration or ranking one intervention against another.
It tests whether a… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v1.0.clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.3
Clinical Quad Infection Buffer Lag Coupling Sepsis Transition v1.3
Benchmark definition
Benchmark family: ClarusBenchmark layer: v1.3Geometry type: Failure Reconstruction GeometryDomain: Clinical stability systemsStructure: Quad coupling instability model
Primary question:
Can a model reconstruct the causal pathway that produced a failure state?
Evaluation requires identifying:
the ordered failure decision chain
the root policy error
the counterfactual recovery… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.3.supply-chain-buffer-exhaustion-v0.1
supply-chain-buffer-exhaustion-v0.1
What this dataset does
This dataset evaluates whether models can detect supply chain instability arising from inventory pressure and logistics delay.
Each row represents a simplified supply-chain scenario across three time steps.
The task is to determine whether the system remains stable or moves toward inventory collapse.
Core stability idea
Supply chains rarely fail because of demand alone.
Instead instability emerges from… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/supply-chain-buffer-exhaustion-v0.1.clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v0.8
What this repo does
This repository provides a Clarus v0.8 clinical quad dataset for detecting and reasoning about postoperative collapse regime transitions.
The dataset models situations where a patient state is no longer contained within a single postoperative recovery basin but is shifting between competing regimes such as:
inflammatory postoperative stress
hemodynamic collapse
septic deterioration
multiorgan instability
This is the conceptual upgrade introduced in Clarus v0.8.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v0.8.clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v0.9
Clinical Quad Metabolic Stress Buffer Lag Organ Coupling MOF Transition (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.
This… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v0.9.clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling MOF transition using a quad-coupling system representation.
The dataset extends the v0.6 intervention layer by introducing uncertainty geometry.
The question addressed by earlier versions was:
Can the system be stabilized?
v0.7 adds a second critical question:
How confident are we in that conclusion?
This allows Clarus to distinguish three operational states:
• confident deterioration• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v0.7.clinical-fragility-buffering-mechanism-mapping-v0.1Resilience-Enhancing Pharmacopeia
Index README
Core premise
Some drugs work across diseases
because they increase system capacity, not because they hit a target.
This collection defines, measures, and deploys that class of drugs.
Not pathology-first.
Resilience-first.
What this pharmacopeia tests
Does a drug broaden the healthy basin
Which fragility axes it buffers
Who should receive it based on systemic vulnerability
These datasets do not ask
“Does this drug treat condition X”
They ask
“Does… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-fragility-buffering-mechanism-mapping-v0.1.clinical-quad-stress-buffer-lag-coupling-icu-collapse-v0.9
Clinical Quad Stress Buffer Lag Coupling ICU Collapse (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.
This reflects real system… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-stress-buffer-lag-coupling-icu-collapse-v0.9.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-infection-buffer-lag-coupling-sepsis-transition-v1.0
ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for sepsis transition under a four-variable clinical quad:
infection_load
buffer_capacity
lag_burden
coupling_stress
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration or ranking one intervention against another.
It tests whether a controller can:
choose the right path… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.0.clinical-quad-neural-stress-buffer-lag-coupling-neuro-deterioration-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling neuro deterioration using a quad-coupling system representation.
The dataset extends the v0.6 intervention layer by introducing uncertainty geometry.
The question addressed by earlier versions was:
Can the system be stabilized?
v0.7 adds a second critical question:
How confident are we in that conclusion?
This allows Clarus to distinguish three operational states:
• confident deterioration• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-neural-stress-buffer-lag-coupling-neuro-deterioration-v0.7.clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling sepsis transition using a quad-coupling system representation.
The dataset extends the v0.6 intervention layer by introducing uncertainty geometry.
The question addressed by earlier versions was:
Can the system be stabilized?
v0.7 adds a second critical question:
How confident are we in that conclusion?
This allows Clarus to distinguish three operational states:
• confident deterioration• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v0.7.clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v0.8
What this repo does
This repository provides a Clarus v0.8 clinical quad dataset for detecting and reasoning about multi-organ failure transition geometry.
The dataset models situations where a patient state is no longer contained within a single metabolic instability basin but is shifting between competing regimes such as:
metabolic overload with early organ strain
renal-hepatic failure transition
hyperkalemic or acidemic instability
refractory multi-organ failure
This is the… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-metabolic-stress-buffer-lag-organ-coupling-mof-transition-v0.8.clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v0.8
What this repo does
This repository provides a Clarus v0.8 clinical quad dataset for detecting and reasoning about sepsis transition geometry.
The dataset models situations where a patient state is no longer contained within a single infection basin but is shifting between competing regimes such as:
infection burden with early inflammatory drift
septic shock transition
vasodilatory instability
multiorgan septic collapse
This is the conceptual upgrade introduced in Clarus v0.8.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v0.8.clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.2
Clinical Quad Oxygen Demand Buffer Lag Coupling Respiratory Collapse v1.2
What this repo does
This repository contains a Clarus v1.2 benchmark dataset.
The v1.2 layer introduces Temporal Policy Stability Geometry.
Earlier versions evaluate:
system state
trajectory
intervention selection
closed-loop control
counterfactual policy quality
v1.2 extends the framework to evaluate policy handling across time.
The benchmark asks:
does the chosen policy remain correct as… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.2.clinical-quad-perfusion-buffer-lag-coupling-trauma-deterioration-v0.4
What this repo does
This repository contains a Clarus v0.4 cascade boundary discovery dataset modeling trauma deterioration.
Earlier Clarus datasets focused on detecting cascade states or forecasting collapse trajectories.
Version v0.4 extends the framework to a harder problem:
detecting whether a system lies on the instability boundary itself.
The dataset models trauma physiology as a coupled system in which deterioration occurs when perfusion strain, delayed intervention, reduced… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-perfusion-buffer-lag-coupling-trauma-deterioration-v0.4.clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling respiratory collapse using a quad-coupling system representation.
The dataset extends the v0.6 intervention layer by introducing uncertainty geometry.
The question addressed by earlier versions was:
Can the system be stabilized?
v0.7 adds a second critical question:
How confident are we in that conclusion?
This allows Clarus to distinguish three operational states:
• confident deterioration• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v0.7.clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.4
Clinical Quad Infection Buffer Lag Coupling Sepsis Transition v1.4
What this repo does
This repository contains a Clarus v1.4 benchmark dataset.
The v1.4 layer introduces Counterfactual Intervention Timing Geometry.
Earlier layers evaluate:
system state
trajectory
boundary proximity
recovery feasibility
intervention selection
control sequence correctness
temporal policy stability
failure reconstruction
v1.4 evaluates whether sepsis transition could still have been… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.4.clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.5Clinical Quad Oxygen Demand Buffer Lag Coupling Respiratory Collapse v1.5
What this repo does
This repository contains a Clarus v1.5 benchmark dataset.
The v1.5 layer introduces Counterfactual Rescue Path Sequencing Geometry.
Earlier Clarus layers evaluate:
• system state
• trajectory
• intervention selection
• control sequence correctness
• temporal policy stability
• failure reconstruction
• intervention timing
v1.5 evaluates a deeper reasoning task.
The benchmark asks whether a model can… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-infection-buffer-lag-coupling-sepsis-transition-v1.5.clinical-quad-perfusion-buffer-lag-coupling-trauma-deterioration-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling trauma deterioration using a quad-coupling system representation.
The dataset extends the v0.6 intervention layer by introducing uncertainty geometry.
The question addressed by earlier versions was:
Can the system be stabilized?
v0.7 adds a second critical question:
How confident are we in that conclusion?
This allows Clarus to distinguish three operational states:
• confident deterioration
• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-perfusion-buffer-lag-coupling-trauma-deterioration-v0.7.clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v0.9
Clinical Quad Oxygen Demand Buffer Lag Coupling Respiratory Collapse (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.
This… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v0.9.clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.0
ClarusC64/clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for respiratory collapse under a four-variable clinical quad:
oxygen_demand
buffer_capacity
lag_burden
coupling_stress
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration or ranking one intervention against another.
It tests whether a controller can:
choose the… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.0.clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v1.0
ClarusC64/clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v1.0
What this repo does
This repository provides a Clarus v1.0 benchmark for ventilator deterioration under a four-variable clinical quad:
ventilation_stress
buffer_capacity
lag_burden
coupling_stress
The v1.0 upgrade is Closed-Loop Control Geometry.
The task is no longer limited to detecting deterioration or ranking one intervention against another.
It tests whether a controller… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-ventilation-stress-buffer-lag-coupling-ventilator-deterioration-v1.0.clinical-quad-oxygen-demand-buffer-lag-respiratory-lockin-v1.3
Clinical Quad Oxygen Demand Buffer Lag Respiratory Lockin v1.3
Clinical Quad Oxygen Demand Buffer Lag Respiratory Lockin v1.3
What this repo does
This repository contains a Clarus v1.3 benchmark dataset.
The v1.3 layer introduces Failure Reconstruction Geometry.
Earlier Clarus layers evaluate:
• system state
• trajectory
• instability boundaries
• intervention selection
• control sequence correctness
• temporal policy handling
v1.3 adds a new capability.
The benchmark asks whether a… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-oxygen-demand-buffer-lag-respiratory-lockin-v1.3.clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v0.7
What this repo does
This repository contains a Clarus v0.7 dataset modeling postoperative collapse using a quad-coupling system representation.
The dataset extends the v0.6 intervention layer by introducing uncertainty geometry.
The question addressed by earlier versions was:
Can the system be stabilized?
v0.7 adds a second critical question:
How confident are we in that conclusion?
This allows Clarus to distinguish three operational states:
• confident deterioration• confident… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-surgical-stress-buffer-lag-coupling-postop-collapse-v0.7.clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.5
Clinical Quad Oxygen Demand Buffer Lag Coupling Respiratory Collapse v1.5
What this repo does
This repository contains a Clarus v1.5 benchmark dataset.
The v1.5 layer introduces Counterfactual Rescue Path Sequencing Geometry.
Earlier layers evaluate:
system state
trajectory
boundary proximity
recovery feasibility
intervention selection
control sequence correctness
temporal policy stability
failure reconstruction
intervention timing
v1.5 evaluates whether respiratory… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-oxygen-demand-buffer-lag-coupling-respiratory-collapse-v1.5.