Here are some resources to help you with more advanced prompting techniques, including Chain of Thought (CoT), Self-Consistency and
Directional-Stimulus prompting.
Recordings
"Prompting Techniques for Clinicians" NSLHD Libraries AI Essentials Series 2024 - for NSLHD Staff, 30 Minutes
Armitage R. (2024). ChatGPT does not neglect a neglected disease, if appropriately prompted. The Lancet. Infectious diseases, 24(3), e155. https://doi.org/10.1016/S1473-3099(24)00028-8
Bao, S., Li, T., & Cao, B. (2024). Chain-of-event prompting for multi-document summarization by large language models. International Journal of Web Information Systems, 20(3), 229-247. https://doi.org/10.1108/IJWIS-12-2023-0249
Chen, S., Wu, M., Zhu, K. Q., Lan, K., Zhang, Z., & Cui, L. (2023). LLM-empowered chatbots for psychiatrist and patient simulation: application and evaluation. arXiv preprint arXiv:2305.13614
Ge, J., Chen, I. Y., Pletcher, M. J., & Lai, J. C. (2024). Prompt Engineering for Generative Artificial Intelligence in Gastroenterology and Hepatology. Am J Gastroenterol. https://doi.org/10.14309/ajg.0000000000002689
Giray, L. (2023). Prompt Engineering with ChatGPT: A Guide for Academic Writers. Ann Biomed Eng, 51(12), 2629-2633. https://doi.org/10.1007/s10439-023-03272-4
Meskó, B. (2023). Prompt Engineering as an Important Emerging Skill for Medical Professionals: Tutorial. J Med Internet Res, 25, e50638. https://doi.org/10.2196/50638
Mittal, K., & Dhar, M. (2023). Use of ChatGPT by Physicians to Build Rehabilitation Plans for the Elderly: A Mini-Review of Case Studies. Journal of the Indian Academy of Geriatrics, 19(2). https://journals.lww.com/jiag/fulltext/2023/19020/use_of_chatgpt_by_physicians_to_build.2.aspx
Nacher, M., Françoise, U., & Adenis, A. (2024). ChatGPT neglects a neglected disease. The Lancet. Infectious diseases, 24(2), e76. https://doi.org/10.1016/S1473-3099(23)00750-8
Price, L. (2023). The SLP and ChatGPT. Apple Tree Speech. https://appletreespeech.com/blog/2023/3/17
Robinson, A., & Aggarwal, S., Jr. (2023). When Precision Meets Penmanship: ChatGPT and Surgery Documentation. Cureus, 15(6), e40546. https://doi.org/10.7759/cureus.40546
Sun, G. H. (2024). Prompt Engineering for Nurse Educators. Nurse Educ. https://doi.org/10.1097/nne.0000000000001705
Taylor Gonzalez, D. J., Djulbegovic, M. B., & Bair, H. (2024). We Need to Add Prompt Engineering Education to Optimize Generative Artificial Intelligence in Medicine. Acad Med. https://doi.org/10.1097/acm.0000000000005803
Yin, Z., Wang, H., Horio, K., Kawahara, D., & Sekine, S. (2024). Should We Respect LLMs? A Cross-Lingual Study on the Influence of Prompt Politeness on LLM Performance. arXiv preprint arXiv:2402.14531
Akinci D'Antonoli, T., Stanzione, A., Bluethgen, C., Vernuccio, F., Ugga, L., Klontzas, M. E., Cuocolo, R., Cannella, R., & Koçak, B. (2024). Large language models in radiology: fundamentals, applications, ethical considerations, risks, and future directions. Diagn Interv Radiol, 30(2), 80-90. https://doi.org/10.4274/dir.2023.232417
Zaghir, J., Naguib, M., Bjelogrlic, M., Névéol, A., Tannier, X., & Lovis, C. (2024). Prompt engineering paradigms for medical applications: scoping review and recommendations for better practices. arXiv preprint arXiv:2405.01249.