The triad of amenorrhea, weight loss, and an eating disorder presentation in a young woman is classic for anorexia nervosa, which causes hypothalamic suppression. Occult malignancy, HIV, and hypothyroidism would present with different clinical features (weight gain in hypothyroidism, systemic symptoms in cancer/HIV).