Novel multiclass classification machine learning approach for the early-stage classification of systemic autoimmune rheumatic diseases.

This pioneering multiclass ML model, using basic laboratory indicators, enhances clinical feasibility and demonstrates promising potential for SARDs classification. The collaboration of clinical expertise and ML offers a nuanced approach to SARDs classification, with potential for enhanced patient care.