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Dynamic risk assessment
        HCR-20 & SAPROF




Michiel de Vries Robbé, Vivienne de Vogel & Ellen van den Broek
             Van der Hoeven Kliniek, The Netherlands
          12th Annual Conference IAFMHS, Miami 2012
Presentation outline

•   Dynamic risk assessment HCR-20 & SAPROF
•   File study results
•   Clinical results
•   The individual case
Van der Hoeven Kliniek
                  Utrecht, The Netherlands

• Forensic psychiatric hospital: 286 beds
   – Mostly TBS order: involuntary treatment
   – 50/50 personality / psychotic disorders
   – Holistic approach, emphasis on CBT & relapse prevention
   – Therapeutic community: taking responsibility
   – Rehabilitation: ‘transmural phase’
• Risk assessment in consensus
   – HCR-20 & SAPROF (+SVR-20, FAM)
   – Repeated regularly to inform treatment
Risk & Protection
                           Risk factors




      Protective factors
HCR-20 & SAPROF
       Risk factors                               Protective factors
Historical factors                           Internal factors
H1     Previous violence                     1 Intelligence
H2     Young age at first violence           2 Secure attachment in childhood
H3     Relationship instability              3 Empathy
H4     Employment problems                   4 Coping
H5     Substance use problems
                                             5 Self-control
H6     Major mental illness
H7     Psychopathy (PCL-R)                   Motivational factors
H8     Early maladjustment
                                             6 Work
H9     Personality disorder
                                             7 Leisure activities
H10 Prior supervision failure
                                             8 Financial management
Clinical factors                             9 Motivation for treatment
C1 Lack of insight                           10 Attitudes towards authority
C2 Negative attitudes                        11 Life goals
C3 Active symptoms of major mental illness   12 Medication
C4 Impulsivity
C5 Unresponsive to treatment                 External factors
                                             13 Social network
Risk Management factors
                                             14 Intimate relationship
R1 Plans lacks feasibility
R2 Exposure to destabilizers                 15 Professional care
R3 Lack of personal support                  16 Living circumstances
R4 Noncompliance with remediation attempts   17 Supervision
R5 Stress
Research with the HCR-20 & SAPROF
    Van der Hoeven Kliniek, The Netherlands


  1. Retrospective file study
  - N = 188 violent + sexual ♂
  - 108 also pre-treatment rating
  - Treatment length 5.7 years
  - Outcome: Reconvictions for violence
  - Follow-up in community after discharge
     - 1 year
     - 3 year
     - M = 11 year


     De Vries Robbé, De Vogel & Douglas, in preparation
Predictive validity violent recidivism
          Retrospective file study Violent+Sexual (N=188)
                      De Vries Robbé, De Vogel & Douglas, in preparation


                                 AUC 1 year        AUC 3 years        AUC 11 years
                                  follow-up         follow-up         follow-up (M)
                                   14 recidivist     34 recidivists        68 recidivists


     SAPROF (total)                  .85*               .75*                  .73*
     HCR-20 (total)                  .84*               .73*                  .64*

     HCR-SAPROF (total)              .87*               .76*                  .70*

     FPJ no violence 5-pt            .83*               .71*                  .67*

     FRJ all violence 5-pt           .84*               .72*                  .68*

                                                                            N = 188, * p < .01


HCR-SAPROF > HCR-20: χ² (1, N = 188) = 13.4, p < .001 (11 year)
Logistic regression: sign. incremental predictive validity SAPROF over HCR-20
Changes during treatment
                             Retrospective study (n = 108)

                    HCR-20                                             SAPROF
  Historical
  30                                                 14 Internal
  Clinical                                              Motivational
  Risk management
  25                                                 12 External
  Total HCR-20                                          Total SAPROF
                                                     10
  20
                                                      8
  15
                                                      6
  10
                                                      4

   5                                                  2

   0                                                  0
       Pre-treatment       Post-treatment                  Pre-treatment      Post-treatment

HCR-20 total: t (107) = -11.70, d > 0.84, p < .001   SAPROF total: t (107) = 15.63, d > 1.74, p < .001
Treatment changes
             Recidivists (n = 33) vs. Non-recidivists (n = 75)

  HCR-20 and SAPROF Change between pre- and post-treatment ratings
  16
  14
  12
  10
                                                               HCR-20 Change
    8                                                          SAPROF Change
    6                                                          HCR-SAPROF Change

    4
    2
    0
              Recidivists               Non-recidivists

HCR-SAPROF Change Recidivists vs. Non-recidivists: t (106) = -4.11, d > 0.85, p < .001
Treatment progress & recidivism
                             End mr. X
Start mr. X
              Treatment                   Community


                             End mr. Y
Start mr. Y
              Treatment                   Community




 The more progress on
                                         ..the less likely
 protective & risk factors               violent recidivism
 during treatment..
Differentiation of risk groups
               Final Risk Judgment                Final Protection Judgment
                Low                                Low
                Moderate                           Moderate
                High                               High


         Moderate risk                                              High risk
100                                               100
 90                                                90
 80                                                80
 70                                  Low           70
                                     protection                                       Low
 60                                                60                                 protection
                                     Moderate
 50                                  protection    50
                                                                                      Moderate
 40                                  High          40                                 protection
 30                                  protection    30
 20                                                20
 10                                                10
  0                                                 0
      1 year    3 year     11 year                        1 year   3 year   11 year



 Logistic regression at all f-u: sign. incremental predictive validity FPJ over FRJ
Research with the HCR-20 & SAPROF
                   Van der Hoeven Kliniek

2. Prospective clinical study
• 879 assessments on 325 offenders ♂/♀ (max 1 RA / stage)
      - intramural (233)
      - supervised leaves (159)
      - unsupervised leaves (141)
      - transmural first (162)
      - transmural last (113)
      - discharge (72)
• Outcome for 315 assessments:
      - Violent incidents during treatment (12 months)

        De Vries Robbé, De Vogel, Wever & Douglas, in preparation
Changes during treatment
                 N = HCR-20 879 / SAPROF 452 risk assessments

                      233         159            141          162         113           72
                30
                                                                                                  HCR-20
                25
                                                                                                  SAPROF
                20                                                                                HCR-SAPROF
  Total score




                15

                10

                5
                                                                                                  Violence risk
                0    Intramural   Supervised   Unsupervised Transmural   Transmural   Discharge
                                    leaves        leaves       first        last



                                          Treatment progress

HCR-SAPROF total Intramural vs. Discharge: t (123) = 8.95, d > 1.68, p < .001
Predictive validity violent incidents
                            n = 315 Clinical risk assessments

             Violent incident rate

       29%          15%         7%          3%                                  Total
                                                                               sample
35                                      HCR-20                                 34 incidents
                                        SAPROF
30
                                        HCR-SAPROF     SAPROF (total)            .77*
25
                                                       HCR-20 (total)            .79*
20
15                                                     HCR-SAPROF (total)        .81*
10                                                     FPJ no violence           .70*
5                                                      FRJ all violence          .76*
0
     Intramural   Supervised Unsupervised Transmural   n = 315, * p   < .001
                    leaves      leaves


                     Violence risk
The individual case
Changes in scores: theoretical
HCR-SAPROF scores of different risk assessments during treatment

                    30

                    25

                    20
      Total score




                    15

                    10

                    5

                    0    Intramural   Supervised Leaves Unsupervised   Transmural   Discharge
                                                           leaves



                                                  Treatment progress
Changes in scores: actual
                                  N=1 HCR-SAPROF scores
                                                  Relapse Relapse
                                                                    RA 1
              30
                                                                    RA 2
              25                                                    RA 3
                                                                    RA 4
              20                                                    RA 5
Total score




                                                                    RA 6
              15
                                                                    RA 7
              10

              5

              0
                   Transmural theoretical       Transmural actual

                                   Treatment progress
Dynamics of risk assessment
               HCR-20 & SAPROF


• The dynamic factors HCR-20 & SAPROF
  show clinically valuable changes in risk and
  protective factors
• The more change, the less recidivism
• Individual change in clinical practice is less
  smooth than the group average suggests
Thank you!
           Michiel de Vries Robbé /
    Vivienne de Vogel / Ellen van den Broek

           Van der Hoeven Kliniek
        P.O. Box 174, 3500 AD Utrecht
mdevriesrobbe@deforensischezorgspecialisten.nl
   vdevogel@deforensischezorgspecialisten.nl
       evandenbroek@hoevenkliniek.nl

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Dynamic risk assessment HCR-20 & SAPROF. IAFMHS 2012. M. de Vries Robbé

  • 1. Dynamic risk assessment HCR-20 & SAPROF Michiel de Vries Robbé, Vivienne de Vogel & Ellen van den Broek Van der Hoeven Kliniek, The Netherlands 12th Annual Conference IAFMHS, Miami 2012
  • 2. Presentation outline • Dynamic risk assessment HCR-20 & SAPROF • File study results • Clinical results • The individual case
  • 3. Van der Hoeven Kliniek Utrecht, The Netherlands • Forensic psychiatric hospital: 286 beds – Mostly TBS order: involuntary treatment – 50/50 personality / psychotic disorders – Holistic approach, emphasis on CBT & relapse prevention – Therapeutic community: taking responsibility – Rehabilitation: ‘transmural phase’ • Risk assessment in consensus – HCR-20 & SAPROF (+SVR-20, FAM) – Repeated regularly to inform treatment
  • 4. Risk & Protection Risk factors Protective factors
  • 5. HCR-20 & SAPROF Risk factors Protective factors Historical factors Internal factors H1 Previous violence 1 Intelligence H2 Young age at first violence 2 Secure attachment in childhood H3 Relationship instability 3 Empathy H4 Employment problems 4 Coping H5 Substance use problems 5 Self-control H6 Major mental illness H7 Psychopathy (PCL-R) Motivational factors H8 Early maladjustment 6 Work H9 Personality disorder 7 Leisure activities H10 Prior supervision failure 8 Financial management Clinical factors 9 Motivation for treatment C1 Lack of insight 10 Attitudes towards authority C2 Negative attitudes 11 Life goals C3 Active symptoms of major mental illness 12 Medication C4 Impulsivity C5 Unresponsive to treatment External factors 13 Social network Risk Management factors 14 Intimate relationship R1 Plans lacks feasibility R2 Exposure to destabilizers 15 Professional care R3 Lack of personal support 16 Living circumstances R4 Noncompliance with remediation attempts 17 Supervision R5 Stress
  • 6. Research with the HCR-20 & SAPROF Van der Hoeven Kliniek, The Netherlands 1. Retrospective file study - N = 188 violent + sexual ♂ - 108 also pre-treatment rating - Treatment length 5.7 years - Outcome: Reconvictions for violence - Follow-up in community after discharge - 1 year - 3 year - M = 11 year De Vries Robbé, De Vogel & Douglas, in preparation
  • 7. Predictive validity violent recidivism Retrospective file study Violent+Sexual (N=188) De Vries Robbé, De Vogel & Douglas, in preparation AUC 1 year AUC 3 years AUC 11 years follow-up follow-up follow-up (M) 14 recidivist 34 recidivists 68 recidivists SAPROF (total) .85* .75* .73* HCR-20 (total) .84* .73* .64* HCR-SAPROF (total) .87* .76* .70* FPJ no violence 5-pt .83* .71* .67* FRJ all violence 5-pt .84* .72* .68* N = 188, * p < .01 HCR-SAPROF > HCR-20: χ² (1, N = 188) = 13.4, p < .001 (11 year) Logistic regression: sign. incremental predictive validity SAPROF over HCR-20
  • 8. Changes during treatment Retrospective study (n = 108) HCR-20 SAPROF Historical 30 14 Internal Clinical Motivational Risk management 25 12 External Total HCR-20 Total SAPROF 10 20 8 15 6 10 4 5 2 0 0 Pre-treatment Post-treatment Pre-treatment Post-treatment HCR-20 total: t (107) = -11.70, d > 0.84, p < .001 SAPROF total: t (107) = 15.63, d > 1.74, p < .001
  • 9. Treatment changes Recidivists (n = 33) vs. Non-recidivists (n = 75) HCR-20 and SAPROF Change between pre- and post-treatment ratings 16 14 12 10 HCR-20 Change 8 SAPROF Change 6 HCR-SAPROF Change 4 2 0 Recidivists Non-recidivists HCR-SAPROF Change Recidivists vs. Non-recidivists: t (106) = -4.11, d > 0.85, p < .001
  • 10. Treatment progress & recidivism End mr. X Start mr. X Treatment Community End mr. Y Start mr. Y Treatment Community The more progress on ..the less likely protective & risk factors violent recidivism during treatment..
  • 11. Differentiation of risk groups Final Risk Judgment Final Protection Judgment Low Low Moderate Moderate High High Moderate risk High risk 100 100 90 90 80 80 70 Low 70 protection Low 60 60 protection Moderate 50 protection 50 Moderate 40 High 40 protection 30 protection 30 20 20 10 10 0 0 1 year 3 year 11 year 1 year 3 year 11 year Logistic regression at all f-u: sign. incremental predictive validity FPJ over FRJ
  • 12. Research with the HCR-20 & SAPROF Van der Hoeven Kliniek 2. Prospective clinical study • 879 assessments on 325 offenders ♂/♀ (max 1 RA / stage) - intramural (233) - supervised leaves (159) - unsupervised leaves (141) - transmural first (162) - transmural last (113) - discharge (72) • Outcome for 315 assessments: - Violent incidents during treatment (12 months) De Vries Robbé, De Vogel, Wever & Douglas, in preparation
  • 13. Changes during treatment N = HCR-20 879 / SAPROF 452 risk assessments 233 159 141 162 113 72 30 HCR-20 25 SAPROF 20 HCR-SAPROF Total score 15 10 5 Violence risk 0 Intramural Supervised Unsupervised Transmural Transmural Discharge leaves leaves first last Treatment progress HCR-SAPROF total Intramural vs. Discharge: t (123) = 8.95, d > 1.68, p < .001
  • 14. Predictive validity violent incidents n = 315 Clinical risk assessments Violent incident rate 29% 15% 7% 3% Total sample 35 HCR-20 34 incidents SAPROF 30 HCR-SAPROF SAPROF (total) .77* 25 HCR-20 (total) .79* 20 15 HCR-SAPROF (total) .81* 10 FPJ no violence .70* 5 FRJ all violence .76* 0 Intramural Supervised Unsupervised Transmural n = 315, * p < .001 leaves leaves Violence risk
  • 16. Changes in scores: theoretical HCR-SAPROF scores of different risk assessments during treatment 30 25 20 Total score 15 10 5 0 Intramural Supervised Leaves Unsupervised Transmural Discharge leaves Treatment progress
  • 17. Changes in scores: actual N=1 HCR-SAPROF scores Relapse Relapse RA 1 30 RA 2 25 RA 3 RA 4 20 RA 5 Total score RA 6 15 RA 7 10 5 0 Transmural theoretical Transmural actual Treatment progress
  • 18. Dynamics of risk assessment HCR-20 & SAPROF • The dynamic factors HCR-20 & SAPROF show clinically valuable changes in risk and protective factors • The more change, the less recidivism • Individual change in clinical practice is less smooth than the group average suggests
  • 19. Thank you! Michiel de Vries Robbé / Vivienne de Vogel / Ellen van den Broek Van der Hoeven Kliniek P.O. Box 174, 3500 AD Utrecht mdevriesrobbe@deforensischezorgspecialisten.nl vdevogel@deforensischezorgspecialisten.nl evandenbroek@hoevenkliniek.nl