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. 2021 Nov 3;23(11):e26777. doi: 10.2196/26777

Figure 1.

Figure 1

The natural language processing and machine learning pipeline to analyze unstructured patient-reported outcomes data. BERT: bidirectional encoder representations from transformers; PROs: patient-reported outcomes; SVM: support vector machine; XGBoost: extreme gradient boosting.