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  license: mit
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ language:
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+ - en
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  license: mit
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+ task_categories:
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+ - text-classification
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+ tags:
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+ - clinical
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+ - clinical-reasoning
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+ - constraint-pressure
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+ - treatment-boundary
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+ - reserve-capacity
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+ - stability
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+ - evidence-fidelity
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+ size_categories:
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+ - n<1K
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+ pretty_name: Clinical Constraint Pressure
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  ---
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+
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+ # What this dataset does
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+
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+ This dataset tests whether a model can estimate how close a patient is to a treatment boundary.
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+
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+ The task is not to predict diagnosis.
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+
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+ The task is to classify pressure on the patient system.
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+
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+ # Core stability idea
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+
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+ A patient may be stable at the present moment while operating close to a boundary.
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+
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+ Constraint pressure increases when support needs rise and reserve capacity falls.
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+
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+ The model must classify whether pressure is low, medium, or high.
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+
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+ # Prediction target
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+
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+ The label column has three classes.
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+
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+ Label 0 means low constraint pressure.
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+
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+ Label 1 means medium constraint pressure.
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+
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+ Label 2 means high constraint pressure.
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+
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+ # Row structure
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+
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+ Each row contains:
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+
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+ - scenario_id
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+ - oxygen_requirement
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+ - vasopressor_requirement
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+ - renal_function
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+ - urine_output
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+ - mental_status
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+ - respiratory_reserve
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+ - circulatory_reserve
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+ - renal_reserve
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+ - label
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+
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+ oxygen_requirement uses:
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+
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+ - 0 = room air or minimal support
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+ - 1 = low oxygen requirement
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+ - 2 = high oxygen requirement
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+ - 3 = near respiratory boundary
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+
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+ vasopressor_requirement uses:
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+
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+ - 0 = none
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+ - low
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+ - moderate
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+ - high
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+
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+ reserve fields use:
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+
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+ - high
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+ - medium
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+ - low
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+ - very_low
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+
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+ # Evaluation
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+
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+ Submissions must contain:
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+
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+ ```csv
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+ scenario_id,prediction
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+ test_001,0
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+ test_002,0
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+ test_003,1
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+
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+ Run:
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+
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+ python scorer.py predictions.csv
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+
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+ Optional truth path:
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+
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+ python scorer.py predictions.csv data/test.csv
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+
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+ The scorer reports:
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+
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+ Accuracy
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+ Macro precision
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+ Macro recall
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+ Macro F1
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+ Confusion matrix
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+ Structural Note
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+
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+ This dataset tests boundary awareness.
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+
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+ It is designed to prevent shortcut logic based only on current vital signs.
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+
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+ The intended reasoning requires integration across support requirements, organ reserve, and proximity to treatment limits.
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+ The dataset does not expose the hidden rationale behind each label.
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+
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+ License
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+
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+ MIT