Table 3 Top scoring patterns of length 1 visit, produced by the contextual decomposition of LSTM and BiLSTM models on the asthma data
| Â | LSTM | BiLSTM | ||
| Â | ICD Codes | Frequency% | ICD Codes | Frequency% |
1 | 493.9 Asthma Unspecified | 40% | 493.9 Asthma Unspecified | 34% |
2 | 493.9,786.0 Asthma Unspecified, Dyspnea and Respiratory Abnormalities | 13% | 786.2 Cough | 15% |
3 | 786.0 Dyspnea and Respiratory Abnormalities | 11% | 493.9,786.0 Asthma Unspecified, Dyspnea and Respiratory | 21% |
4 | 493.9,786.2 Asthma Unspecified,Cough | 10% | 786.0 Dyspnea and Respiratory Abnormalities | 10% |
5 | 465.9,493.9 Acute Upper Respiratory Infections of Unspecified Site, Asthma Unspecified | 9% | 493.9,786.2 Asthma Unspecified, Cough | 9% |
6 | 493.0 Extrinsic Asthma | 4% | 465.9,493.9 Acute Upper Respiratory Infections of Unspecified Site,Asthma Unspecified 8% | Â |
7 | 486,493.9 Pneumonia, Asthma Unspecified | 4% | 465.9,786.2 Acute Upper Respiratory Infections of Unspecified Site,Cough | 5% |
8 | 465.9,493.9,786.2 Acute Upper Respiratory Infections of Unspecified Site, Asthma Unspecified, Cough | 3% | 486,493.9 Pneumonia, Asthma Unspecified | 3% |
9 | 382.9,493.9 Unspecified Otitis Media, Asthma Unspecified | 3% | 486,493.9 Pneumonia, Asthma Unspecified | 3% |
10 | 493.0, 493.9 Extrinsic Asthma,Asthma Unspecified | 3% | V67.9 Unspecified Follow-Up Examination | 3% |