Table 4.
OP | LR | RF | ANN | Full ensemble | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Percentile | Avg | Obs rate | Avg | Obs rate | Avg | Obs rate | Avg | Obs rate | Avg | Obs rate |
30-day suicide attempt (fatal and nonfatal) prediction models, mental health specialty | ||||||||||
0–50% | 0.05 | 0.04 | 0.05 | 0.04 | 0.05 | 0.04 | 0.04 | 0.04 | 0.05 | 0.03 |
50–75% | 0.15 | 0.13 | 0.14 | 0.12 | 0.16 | 0.14 | 0.15 | 0.13 | 0.15 | 0.12 |
75–90% | 0.34 | 0.38 | 0.31 | 0.34 | 0.37 | 0.39 | 0.38 | 0.38 | 0.35 | 0.37 |
90–95% | 0.73 | 0.80 | 0.65 | 0.71 | 0.74 | 0.71 | 0.82 | 0.84 | 0.73 | 0.74 |
95–99% | 1.93 | 1.84 | 1.57 | 1.69 | 1.69 | 1.66 | 1.65 | 1.68 | 1.61 | 1.72 |
99–100% | 7.69 | 4.99 | 8.78 | 4.95 | 5.19 | 5.32 | 5.87 | 5.62 | 6.41 | 5.49 |
30-day suicide attempt (fatal and nonfatal) prediction models, general medical | ||||||||||
0–50% | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 |
50–75% | 0.07 | 0.07 | 0.08 | 0.07 | 0.09 | 0.07 | 0.09 | 0.07 | 0.09 | 0.07 |
75–90% | 0.16 | 0.15 | 0.16 | 0.15 | 0.20 | 0.18 | 0.21 | 0.15 | 0.19 | 0.16 |
90–95% | 0.35 | 0.41 | 0.31 | 0.33 | 0.37 | 0.39 | 0.42 | 0.37 | 0.37 | 0.36 |
95–99% | 0.87 | 0.90 | 0.72 | 0.75 | 0.74 | 0.76 | 0.99 | 0.83 | 0.82 | 0.82 |
99–100% | 4.62 | 3.43 | 4.81 | 3.28 | 3.28 | 3.30 | 4.59 | 3.75 | 4.05 | 3.53 |
90-day suicide attempt (fatal and nonfatal) prediction models, mental health specialty | ||||||||||
0–50% | 0.13 | 0.10 | 0.13 | 0.10 | 0.11 | 0.11 | 0.07 | 0.09 | 0.12 | 0.09 |
50–75% | 0.36 | 0.35 | 0.35 | 0.32 | 0.39 | 0.34 | 0.28 | 0.36 | 0.35 | 0.33 |
75–90% | 0.84 | 0.95 | 0.76 | 0.84 | 0.89 | 0.93 | 0.74 | 0.93 | 0.80 | 0.92 |
90–95% | 1.82 | 1.96 | 1.58 | 1.93 | 1.75 | 1.86 | 1.60 | 1.96 | 1.64 | 1.77 |
95–99% | 4.56 | 4.27 | 3.74 | 3.98 | 3.83 | 3.90 | 3.22 | 4.22 | 3.53 | 4.25 |
99–100% | 14.94 | 10.44 | 16.02 | 10.37 | 10.91 | 11.09 | 11.58 | 11.29 | 12.30 | 11.13 |
90-day suicide attempt (fatal and nonfatal) prediction models, general medical | ||||||||||
0–50% | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.06 | 0.07 | 0.06 | 0.08 | 0.06 |
50–75% | 0.16 | 0.16 | 0.18 | 0.17 | 0.20 | 0.17 | 0.15 | 0.15 | 0.18 | 0.16 |
75–90% | 0.36 | 0.37 | 0.37 | 0.38 | 0.44 | 0.42 | 0.32 | 0.36 | 0.38 | 0.38 |
90–95% | 0.79 | 0.97 | 0.73 | 0.89 | 0.85 | 0.90 | 0.66 | 0.82 | 0.75 | 0.86 |
95–99% | 1.92 | 2.09 | 1.66 | 2.13 | 1.73 | 1.93 | 1.56 | 2.17 | 1.63 | 2.13 |
99–100% | 8.56 | 6.96 | 8.83 | 6.85 | 6.67 | 6.49 | 8.29 | 7.26 | 7.57 | 7.17 |
90-day suicide death prediction models, mental health specialty | ||||||||||
0–50% | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 | 0.00 | 0.00 |
50–75% | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 |
75–90% | 0.03 | 0.03 | 0.03 | 0.04 | 0.04 | 0.03 | 0.02 | 0.04 | 0.03 | 0.03 |
90–95% | 0.06 | 0.07 | 0.06 | 0.07 | 0.07 | 0.07 | 0.05 | 0.07 | 0.06 | 0.08 |
95–99% | 0.15 | 0.14 | 0.15 | 0.13 | 0.12 | 0.12 | 0.14 | 0.14 | 0.13 | 0.15 |
99–100% | 0.64 | 0.35 | 0.71 | 0.28 | 0.25 | 0.25 | 0.70 | 0.21 | 0.47 | 0.30 |
90-day suicide death prediction models, general medical | ||||||||||
0–50% | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
50–75% | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 |
75–90% | 0.02 | 0.01 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.02 | 0.03 | 0.02 |
90–95% | 0.05 | 0.04 | 0.04 | 0.04 | 0.04 | 0.03 | 0.07 | 0.04 | 0.05 | 0.04 |
95–99% | 0.10 | 0.08 | 0.09 | 0.08 | 0.08 | 0.08 | 0.17 | 0.08 | 0.10 | 0.07 |
99–100% | 0.43 | 0.23 | 0.71 | 0.20 | 0.19 | 0.11 | 0.96 | 0.21 | 0.56 | 0.25 |
OP original parsimonious, LR logistic regression with lasso variable selection, RF random forest, ANN artificial neural network, Avg the average predicted risk score in the subgroup, Obs rate observed outcome rate in the subgroup.