Key ML classifiers included disease duration, blood lymphocyte percentage, neutrophil percentage, neutrophil-to-lymphocyte ratio, gender, C-reactive protein (CRP) levels, shawl sign, arthritis/arthralgia, V-neck sign and anti-PM-Scl75 antibodies. The gene discussed is CRP; the disease is Arthritis.