High dose chemotherapy is typically used in cases where the cancer is aggressive or recurrent. It is often associated with stem cell transplantation, where a patient's stem cells are collected before chemotherapy, then reintroduced after treatment to regenerate healthy blood cells. This approach is common in cancers like leukemia, lymphoma, and some solid tumors.