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Table 2 Features correlations with the target variable ordered by the type and importance

From: Ensemble-imbalance-based classification for amyotrophic lateral sclerosis prognostic prediction: identifying short-survival patients at diagnosis

Correlation Type

Feature

Ordering of the Categorical Values

Negative

Diagnostic Delay

Short → Average → Long

Riluzole

No → Yes

BMI

Underweight → Normal → Overweight → Obesity

Positive

Q6 − Dressing & Hygiene

Slow → Average → Rapid

Q9 − Climbing Stairs

Q8 − Walking

Q1 − Speech

Sex

Female → Male

Age at Onset

[0 − 39] → [40 − 49] → [50 − 59] → [60 − 69] → [70 +]

FVC

Normal → Abnormal