Amyotrophic Lateral Sclerosis (ALS) is notoriously difficult to diagnose in its early stages, with patients typically facing a delay of 10 to 16 months after symptom onset before receiving an accurate diagnosis. Existing predictive models for diseases exist, but there is limited available information and lack of standardization across models.