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Table 3 Top scoring patterns of length 1 visit, produced by the contextual decomposition of LSTM and BiLSTM models on the asthma data

From: Interpreting patient-Specific risk prediction using contextual decomposition of BiLSTMs: application to children with asthma

 LSTMBiLSTM
 ICD CodesFrequency%ICD CodesFrequency%
1493.9 Asthma Unspecified40%493.9 Asthma Unspecified34%
2493.9,786.0 Asthma Unspecified, Dyspnea and Respiratory Abnormalities13%786.2 Cough15%
3786.0 Dyspnea and Respiratory Abnormalities11%493.9,786.0 Asthma Unspecified, Dyspnea and Respiratory21%
4493.9,786.2 Asthma Unspecified,Cough10%786.0 Dyspnea and Respiratory Abnormalities10%
5465.9,493.9 Acute Upper Respiratory Infections of Unspecified Site, Asthma Unspecified9%493.9,786.2 Asthma Unspecified, Cough9%
6493.0 Extrinsic Asthma4%465.9,493.9 Acute Upper Respiratory Infections of Unspecified Site,Asthma Unspecified 8% 
7486,493.9 Pneumonia, Asthma Unspecified4%465.9,786.2 Acute Upper Respiratory Infections of Unspecified Site,Cough5%
8465.9,493.9,786.2 Acute Upper Respiratory Infections of Unspecified Site, Asthma Unspecified, Cough3%486,493.9 Pneumonia, Asthma Unspecified3%
9382.9,493.9 Unspecified Otitis Media, Asthma Unspecified3%486,493.9 Pneumonia, Asthma Unspecified3%
10493.0, 493.9 Extrinsic Asthma,Asthma Unspecified3%V67.9 Unspecified Follow-Up Examination3%