Risk Assessment Flashcards

(44 cards)

1
Q

who are called upon to include statement about offender risk?

A

forensic psych
- treatment summaries
- section 34 assessments
- probation referrals
- school board q

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2
Q

what is the first gen of risk prediction instruments?

A

expert opinion
- clinical impression, subjective assessment, professional judgment
- collection of info to assess risk
- INTERVIEW and FILE REVIEW
- nature and interpretation subject to personal discretion
- final estimate is decided by them

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3
Q

pros to first gen

A
  • readily available
  • incorporates clinician’s experience
  • clinician has freedom to consider any data
  • short term validity (48-72 hrs)
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4
Q

cons to first gen

A
  • questionable accountability and fairness
  • difficult to explicate decision riles as they are variable
  • poor reliability and validity for med and long term predictions
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5
Q

second generation

A

addition of objectivity
- VRAG, PCL-R
- identify variables empirically associated with risk and assign values, or weight to each
- dynamic/clinical variables but often do not
- actuarial approach
- predict particular outcome -> insurance companies, likelihood of violence expressed as relative probability

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6
Q

pros to second gen

A
  • objective
  • scientific
  • lend themselves well to appropriate levels of scientific and legal scrutiny
  • consistency and accurate
  • less dependent on rater’s clinical experience
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7
Q

cons to second gen

A
  • can be insensitive to changes - dynamic variable change than legitimately lowers risk then instruments dont give credit to that
  • optimization can restrict generalization
    -> supervised learning
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8
Q

**VRAG

A

violence risk appraisal guide
- assigns patient to one of 9 categories or bins, each bin associated with specific probability of recidivism
- forward stepwise regression
- neg correlation
- area of overlap = correlational which is directly proportional
- the unique contribution is what is left

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9
Q

graph for VRAG

A

highest p of recidivism is 4
- highest number is in 9 but that is rare

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10
Q

reporting risk estimates

A
  • risk cohort
  • type of recid
  • time frame
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11
Q

underlying risk model

A

stable over time - equally likely to commit offense
- individuals can be higher or lower than reference pop

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12
Q

what is third gen

A

risk-needs assessment
- SPJ
- arose with risk management orientation
- certina needs are linked to criminal behavior and so alter needs, change likelihood of behavior
- criminogenic needs = dynamic risk predictors

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13
Q

what are the 3 categories in third gen?

A

historical
clinical
risk (RF)

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14
Q

what can intervention do?

A

affect clinical dynamic factors

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15
Q

what can static factors do?

A

affect the amount of risk
= above threshold = likely to reoffend

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16
Q

what is not included in second gen tool?

A

dynamic factors
- perfect sin wave then predicted value - 0 or close to then the highs and low cancel out

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17
Q

risk = ?

A

static risk + dynamic risk
- threshold exceeded then offending becomes highly likely
- change static = focus on dynamic

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18
Q

what is the best for long term prediction and stratifying offenders by risk level

19
Q

what is better at identifying circumstances under which further offending will take place

20
Q

pros for 3 gen

A
  • formal structure on eval but felxibility around decision-making
  • sensitive to changes - dynamic factors
  • better tahn unaided clinical judgment
21
Q

cons for 3rd gen

A

less evidence on reliability - not good long term
- less validity
- no empirical optimization of item selection or weighting
- accuracy unclear when scores adjusted by clinicians
- more rf = higher risk = arbritariness taken out of account

22
Q

MASORR

A

multifactorial assessment of sex offender risk for recidivism
- AUC - measure of predictive accuracy higher numbers mean better predictions

23
Q

serious vs sexual pre and post treatment

A

sexual > serious for both
- pre and post for serious not that much different

24
Q

what are correlation coefficients

A

r scores
r^2 = percentage of variance accounted for by the correlation

25
base rate problem
serious problem evaluating instruments on the basis of hit rate - correct classification
26
base rate
proportion of a reference population that exhibits has/undergone a target attribute or event - 50% going to reoffend
27
LOOK AT BASE RATE CHARTS
28
as BR decreases
false positive increases
29
BR increases
fal negatives increase
30
sensitivity =
TP / (TP +FN) - # of predicted recidivists / total # of recidivists = probability of correctly classifying future recidivist
31
specificity
TN / (TN + FP) = # of predicted non-recidivists/total # of non-recidivists = probability of correctly classifying future non-recidivist
32
what does a good risk assessment tool include?
larger mean score difference for 2 groups - produce reasonably small variance to minimize variance
33
AUC
area under curve of receiver operator characteristics - insensitive to base rates - measure of comparison
34
what does AUC reflect?
proportion of non-recidivists that have a lower test score than a randomly chosen recidivist
35
does aging offenders pose lower risk over time for physical reasons?
decrease in recidivism in older age - accuracy of VRAG when controlled for aging and time at risk
36
what outperforms clinical judgement
actuarial assessments
37
what has short term utility
clinical judgement
38
what provides little specific info and insensitive to change
actuarials
39
what uses dyanmic variable?
3rd gen tool - modest controbution to predicitve accuracy
40
what did HCR-20 v3 add?
relevance: RF may be more or less influential based in indidivual case formulation: movement away from using RA instruemnts as means of estimaitng risk
41
pitfalls to avoid
- failing to stick to publishers scoring criteria - inappropriate instrument selection - SAVRY - vague reporting
42
**threat vs risk
- risk is ultimately reflecting one's tendency to offend - threat includes target availabity, vulnerability, offender risk
43
*threat =
risk x target avail x vulnerabilities
44
vulnerabilities
lapses in security measures and/or capacity to response