The integration of machine learning models into healthcare analytics is poised to revolutionise the industry. By enhancing predictive accuracy, optimising resource utilisation, and improving clinical outcomes, these advanced technologies are making a significant impact. This synthesis explores the myriad applications and benefits of machine learning models, particularly language models, within the healthcare sector. ππ©Ί