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Table 3 Variables in the predictions of the random forest for MDA according to the SHAP method

From: Minimal disease activity (MDA) in patients with recent-onset psoriatic arthritis: predictive model based on machine learning

Variable

Importance according to SHAPa

Global pain

0.069

PsAID

0.064

Patient global assessment of disease

0.047

HAQ

0.044

Articular pattern at diagnosis

0.029

Physician global assessment of disease

0.023

Tender joint count

0.014

Sex

0.009

Weekly alcohol consumption

0.009

  1. MDA minimal disease activity
  2. aMean of the SHAP values for each value of the variable