MIMIC-IV-Ext-GPT-3_5-Generated-Discharge-Summaries-for-Low-Resource-Codes

This dataset comprises 9,606 Synthetic Discharge Summaries generated by GPT-3.5 based on combinations of ICD-10-code descriptions associated with real discharge summaries in MIMIC-IV. As part of the generation process, GPT-3.5 was also tasked to code the discharge summaries (presented in square brackets in the Discharge sections) and predict a patient discharge status of 'DEAD' or 'ALIVE'. Each generated discharge summary is presented with the following data - a list of ICD-10-CM and ICD-10-PCS codes upon which the prompt was based, the textual descriptions of said ICD-10-CM and ICD-10-PCS codes which are used in the prompt, the prompt itself, the raw output (including the predicted ICD-10 codes assigned to descriptions). We further provide the processed version of these discharge summaries we used in our augmentation experiments.