Table 3.
Cluster characterization of the full data set.
Cluster | Count | Mortality | Number of ICD-10 codes | ICD-10 (most frequent) | Length of stay | Gender (% male) | Features (subclustering) |
---|---|---|---|---|---|---|---|
−1 | 1917 | 4.3297 | 7.00 (4.00, 13.00) | A419 | 56 h 49 min | 83.15 | – |
0 | 6457 | 0.0155 | 2.00 (2.00, 2.00) | J039 | 20 h 10 min | 45.33 | BP, HR, SATS, age |
1 | 7569 | 1.7043 | 6.00 (4.00, 10.00) | R103 | 39 h 7 min | 37.30 | BP, temp, age, HR, gender, ICD-10 codes |
2 | 1839 | 0.7069 | 26.00 (25.00, 26.00) | I500 | 126 h 48 min | 48.02 | BP, temp, SATS, ICD-10 codes, AVPU, gender, HR, resp, age |
3 | 42,423 | 0.0942 | 8.00 (5.00, 12.00) | J440 | 47 h 04 min | 3.06 | BP, HR, temp, age, ICD-10 codes |
4 | 116 | 1.7241 | 24.00 (23.00, 24.00) | A419 | 124 h 44 min | 99.14 | – |
5 | 2148 | 4.3762 | 24.00 (23.00, 24.00) | A419 | 65 h 33 min | 60.01 | BP, HR, temp, age, gender, ICD-10 codes |
6 | 147 | 5.4422 | 9.00 (6.00, 13.00) | J189 | 68 h 26 min | 99.32 | – |
7 | 39,054 | 2.6758 | 8.00 (6.00, 12.00) | I251 | 46 h 31 min | 99.40 | HR, temp, age, ICD-10 codes |
BP: blood pressure; HR: heart rate; SATS: hemoglobin saturation with oxygen.
Value format is mean (SD). ICD-10 (Tenth Revision of International Classification of Diseases) specifies codes for diseases and diagnoses, where for each cluster, the most frequent code corresponds to the following: cluster −1 (unclusterable patients), 4, 5 = sepsis; cluster 0 = acute tonsillitis, unspecified; cluster 1 = lower abdominal pain; cluster 3 = chronic obstructive pulmonary disease with (acute) lower respiratory infection; cluster 6 = chronic ischemic heart disease.
Bold values are the highest value per feature.