Table 5.
Sample | n | Recidivism |
||
---|---|---|---|---|
Any | Violent | Non-violent | ||
LSI–R:SV total score | 76 | |||
HR [95% CI] | 1.19 [0.98, 1.44] | 1.44** [1.09, 1.90] | 1.15 [0.95, 1.39] | |
C-Indexa | .55 | .63 | .53 | |
AUC at 30 days | .65 | .66 | .55 | |
AUC at 90 days | .56 | .61 | .55 | |
AUC at 180 days | .52 | .65 | .52 | |
AUC at 360 days | .64 | .69 | .61 | |
AUC at 720 days | .77 | .71 | .75 | |
IBSa | .18 | .20 | .20 | |
Brier skill score | 0.33 | 0.24 | 0.23 | |
LS/RNR total score | 78 | |||
HR [95% CI] | 1.05* [1.01, 1.10] | 1.09** [1.03, 1.15] | 1.06** [1.02, 1.11] | |
C-Indexa | .61 | .67 | .61 | |
AUC at 30 days | .67 | .71 | .57 | |
AUC at 90 days | .65 | .73 | .63 | |
AUC at 180 days | .65 | .75 | .69 | |
AUC at 360 days | .66 | .77 | .69 | |
AUC at 720 days | .72 | .72 | .76 | |
IBSa | .18 | .17 | .18 | |
Brier skill score | 0.32 | 0.37 | 0.30 | |
Criminogenic needs according to the LS/RNR | ||||
Criminal history | 78 | |||
HR [95% CI] | 1.32* [1.05, 1.66] | 1.96** [1.29, 2.98] | 1.31* [1.03, 1.68] | |
C-Indexa | .63 | .68 | .62 | |
AUC at 30 days | .66 | .71 | .56 | |
AUC at 90 days | .68 | .67 | .67 | |
AUC at 180 days | .68 | .71 | .68 | |
AUC at 360 days | .70 | .77 | .72 | |
AUC at 720 days | .67 | .76 | .69 | |
IBSa | .18 | .17 | .19 | |
Brier skill score | 0.32 | 0.37 | 0.26 | |
Education and employment | 78 | |||
HR [95% CI] | 1.10 [0.96, 1.25] | 1.15 [0.97, 1.36] | 1.13 [1.00, 1.29] | |
C-Indexa | .58 | .58 | .59 | |
AUC at 30 days | .68 | .65 | .60 | |
AUC at 90 days | .62 | .60 | .60 | |
AUC at 180 days | .62 | .63 | .66 | |
AUC at 360 days | .61 | .60 | .65 | |
AUC at 720 days | .61 | .60 | .65 | |
IBSa | .19 | .21 | .20 | |
Brier skill score | 0.28 | 0.22 | 0.23 | |
Family and marital | 78 | |||
HR [95% CI] | 1.08 [0.87, 1.33] | 1.42* [1.04, 1.94] | 1.11 [0.89, 1.39] | |
C-Indexa | .55 | .63 | .55 | |
AUC at 30 days | .61 | .62 | .51 | |
AUC at 90 days | .59 | .71 | .57 | |
AUC at 180 days | .59 | .69 | .60 | |
AUC at 360 days | .57 | .67 | .59 | |
AUC at 720 days | .65 | .70 | .67 | |
IBSa | .19 | .20 | .20 | |
Brier skill score | 0.28 | 0.26 | 0.23 | |
Leisure and recreation | 78 | |||
HR [95% CI] | 1.51 [0.92, 2.50] | 2.02 [0.98, 4.17] | 1.53 [0.91, 2.57] | |
C-Indexa | .58 | .61 | .59 | |
AUC at 30 days | .66 | .65 | .65 | |
AUC at 90 days | .66 | .68 | .66 | |
AUC at 180 days | .64 | .66 | .66 | |
AUC at 360 days | .61 | .65 | .60 | |
AUC at 720 days | .55 | .55 | .54 | |
IBSa | .18 | .20 | .20 | |
Brier skill score | 0.32 | 0.26 | 0.23 | |
Antisocial companions | 78 | |||
HR [95% CI] | 0.91 [0.69, 1.21] | 1.11 [0.75, 1.63] | 0.95 [0.71, 1.28] | |
C-Indexa | .52 | .52 | .50 | |
AUC at 30 days | .43 | .39 | .38 | |
AUC at 90 days | .50 | .52 | .49 | |
AUC at 180 days | .52 | .55 | .54 | |
AUC at 360 days | .58 | .63 | .60 | |
AUC at 720 days | .43 | .50 | .46 | |
IBSa | .19 | .21 | .20 | |
Brier skill score | 0.28 | 0.22 | 0.23 | |
Alcohol and drug problem | 78 | |||
HR [95% CI] | 1. 16* [1.01, 1.32] | 1.21* [1.00, 1.46] | 1.18* [1.03, 1.35] | |
C-Indexa | .58 | .63 | .59 | |
AUC at 30 days | .62 | .59 | .64 | |
AUC at 90 days | .61 | .62 | .62 | |
AUC at 180 days | .61 | .65 | .63 | |
AUC at 360 days | .58 | .68 | .59 | |
AUC at 720 days | .70 | .63 | .69 | |
IBSa | .19 | .20 | .19 | |
Brier skill score | 0.28 | 0.26 | 0.26 | |
Procriminal attitude orientation | ||||
HR [95% CI] | 78 | 1.12 [0.90, 1.38] | 1.24 [0.95, 1.64] | 1.16 [0.93, 1.44] |
C-Indexa | .54 | .59 | .54 | |
AUC at 30 days | .59 | .70 | .48 | |
AUC at 90 days | .56 | .66 | .54 | |
AUC at 180 days | .56 | .63 | .57 | |
AUC at 360 days | .56 | .65 | .59 | |
AUC at 720 days | .73 | .66 | .76 | |
IBSa | .18 | .19 | .19 | |
Brier skill score | 0.32 | 0.30 | 0.26 | |
Antisocial pattern | ||||
HR [95% CI] | 78 | 1.15 [0.91, 1.46] | 1.41* [1.03, 1.93] | 1.22 [0.95, 1.55] |
C-Indexa | .55 | .62 | .55 | |
AUC at 30 days | .60 | .65 | .51 | |
AUC at 90 days | .56 | .65 | .54 | |
AUC at 180 days | .58 | .69 | .59 | |
AUC at 360 days | .57 | .70 | .61 | |
AUC at 720 days | .68 | .69 | .71 | |
IBSa | .18 | .19 | .18 | |
Brier skill score | 0.32 | 0.30 | 0.30 |
Note: LSI–R:SV = Level of Service Inventory–Revised: Screening Version; LS/RNR = Level of Service/Risk, Need, Responsivity; AUC = area under the curve; HR = hazard ratio; CI = confidence interval; IBS = integrated Brier score.
aBootstrapping validation (with 300 bootstrapped datasets) indicated that bootstrap C-Index and bootstrap IBS values were within 0.03 and 0.05 of reported C-Index and reported IBS values, respectively.
*p < .05. **p < .01.