Background: LLMs have recently received considerable attention as potential applications within the realm of healthcare, notably pharmacy practice and databases of medications information. However, the utility of LLMs in a clinical context is severely limited due to the possible generation of factually untrue or invented output that is highly risky to patients' safety. Objectives: In this paper, there is a comprehensive analysis of the typology of hallucinations that are generated by LLMs, dange