Artificial intelligence (AI) is increasingly used to interpret and summarize large volumes of free text. This novel study used AI techniques natural language processing (NLP), machine learning (ML), and sentiment analysis (SA) to learn more about why patients decline transport to hospital after receiving prehospital emergency care. Three-quarters of patients who declined transport said they “felt better.” Of the remaining patients, negative sentiments, such as "afraid" and "hospital," were observed.