Fig. 1
From: NLP modeling recommendations for restricted data availability in clinical settings
An overview of the compatibilities between available data, settings, NLP paradigms, and recommendations derived from this study. The figure illustrates the flow from data availability (blue boxes) to settings (orange boxes), paradigms (green boxes), and corresponding recommendations (gray boxes). Solid arrows indicate the recommended path for each scenario, while dashed arrows represent alternate tested approaches. For example, the “Continue pre-training, fine-tune and predict” paradigm is best suited for complete data availability, while “Prompt and predict” is recommended in scenarios with no data availability