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Table 4 Top scoring patterns of length 2 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%
1[493.9],[493.9] [Asthma Unspecified],[Asthma Unspecified]13%[493.9], [493.9] [Asthma Unspecified],[Asthma Unspecified]11%
2[493.9,786.0],[493.9][Asthma Unspecified, Dyspnea and Respiratory Ab-normalities], [Asthma Unspecified]2%[493.9,786.0],[493.9][Asthma Unspecified, Dyspnea and Respiratory Ab-normalities], [Asthma Unspecified]2%
3[493.9],[493.9,786.0] [Asthma Unspecified], [Asthma Unspecified, Dysp-nea and Respiratory Abnormalities]2%[493.9],[493.9,786.0][Asthma Unspecified], [Asthma Unspecified, Dysp-nea and Respiratory Abnormalities]2%
4[493.9], [V20.2] [Asthma Unspecified], [Routine Infant or Child Health Check]2%[493.9], [V20.2][Asthma Unspecified], [Routine Infant or Child Health Check]2%
5[493.9,786.2], [493.9] [Asthma Unspecified, Cough], [Asthma Unspecified]2%[493.9,786.2], [493.9][Asthma Unspecified, Cough], [Asthma Unspecified]1%