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. 2020 Jul 15;3(2):160–166. doi: 10.1093/jamiaopen/ooaa022

Table 1.

Predictive performance by algorithm

Algorithm LSTM ELMo BERT
Full dataset (434 labels) Top-1 0.63 0.63 0.65
Top-2 0.77 0.78 0.80
Top-3 0.84 0.85 0.87
Top-4 0.88 0.88 0.90
Top-5 0.90 0.90 0.92
Reduced dataset (188 labels) Top-1 0.66 0.66 0.69
Top-2 0.81 0.81 0.84
Top-3 0.88 0.88 0.90
Top-4 0.90 0.91 0.93
Top-5 0.93 0.93 0.94