Research Article
Sequential Pattern Mining to Predict Medical In-Hospital Mortality from Administrative Data: Application to Acute Coronary Syndrome
Table 7
External validation: AURC and Brier Score by context according to the type of trajectory.
| Context | DRG trajectories | ICD-10 code trajectories | AURC | Brier Score | AURC | Brier Score |
| Man and >65 years and ≤5 stays | 0.87 | 0.11 | 0.82 | 0.15 | Woman and 45–65 years | 0.65 | 0.12 | 0.65 | 0.11 | >65 years and ≤5 stays | 0.90 | 0.09 | 0.88 | 0.09 | Man and 45–65 years and ≤5 stays | 0.99 | 0.02 | 0.81 | 0.11 | 45–65 years and ≤5 stays | 0.96 | 0.05 | 0.91 | 0.14 | Woman and >65 years and >5 stays | 0.77 | 0.19 | 0.74 | 0.19 | Woman and >65 years | 0.75 | 0.14 | 0.81 | 0.16 | Man and ≤5 stays | 0.95 | 0.08 | 0.89 | 0.14 | ≤5 stays | 0.94 | 0.05 | 0.87 | 0.16 | Woman and >5 stays | 0.67 | 0.21 | 0.79 | 0.20 | Woman | 0.83 | 0.13 | 0.82 | 0.16 | Man and 45–65 years and >5 stays | 0.80 | 0.18 | 0.65 | 0.24 | 45–65 years and >5 stays | 0.78 | 0.18 | 0.57 | 0.26 | Man and >65 years and >5 stays | 0.68 | 0.23 | 0.75 | 0.19 | Man and 45–65 years | 0.80 | 0.14 | 0.76 | 0.24 | Man and >65 years | 0.76 | 0.14 | 0.80 | 0.18 | 45–65 years | 0.74 | 0.22 | 0.81 | 0.17 | >65 years and >5 stays | 0.70 | 0.17 | 0.70 | 0.24 | >65 years | 0.79 | 0.15 | 0.72 | 0.17 | Man and >5 stays | 0.77 | 0.20 | 0.74 | 0.21 | Man | 0.76 | 0.24 | 0.85 | 0.17 | >5 stays | 0.73 | 0.21 | 0.80 | 0.19 | General | 0.82 | 0.16 | 0.79 | 0.17 |
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Best results are in bold.
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