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Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health Options

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Page 1: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

Connecticut Medicaid

Emerging Adults

Child/Adolescent Quality, Access & Policy Committee

April 18, 2018

Christopher Bory, PsyD, Beacon Health Options

Page 2: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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1. National Context a. Gap in understanding on behavioral health needs for emerging

adults

2. Connecticut Contexta. History of CT BHP’s focus on Emerging Adults

3. Connecticut Medicaid Emerging Adultsa. Longitudinal analysis

• Prevalence & service utilization 17th to 18th year

• Cluster Analysis

4. Summary & Next Steps

Agenda

Page 3: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Background• Emerging adults (ages 15–26) face many challenges in navigating biological,

emotional, interpersonal and psychological changes.

Behavioral Health Needs• Particularly challenging for emerging adults that struggle with behavioral health issues

• Run the risk of developing severe and persistent problems later in life if emerging adults in need of services do not receive them

• 50% of all lifetime cases of mental health diagnoses begin by age 14

• Only about 35% of emerging adults who are in need of behavioral health services actually receive treatment

• If emerging adults do receive services, drop in service utilization as they transition from the child and adolescent to the adult behavioral health system

Research & Intervention Gap• Strides have been made in understanding this vulnerable population

• Large gaps in our knowledge base on service utilization patterns

National Context

Page 4: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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DCF and DMHAS • Since 1997, addressing the needs of emerging adults involved with DCF that are

“aging out”

• DMHAS’ Young Adult Services (YAS) program

• Connecticut identified as a leader within the U.S.

Connecticut Behavioral Health Partnership• Since 2007, monthly “CT BHP Young Adult Transition Report” produced by Beacon

• Report sent to DCF transition staff

(1) identifies DCF involved* emerging adults

(2) ages 15–21

(3) who are receiving in-home community services and

(4) have a DCF priority diagnosis and/or a DCF secondary priority diagnosis.

• Also meet the necessary DMHAS referral criteria

Development of Emerging Adults Project for CT BHP

Connecticut Context

“DCF-involvement” includes any youth who is involved with the Department of Children and Families through any of its mandates. This includes youth committed to DCF through child welfare or juvenile justice, and those dually committed. It also includes youth for whom the Department has no legal authority, but for whom DCF provides assistance through its Voluntary Services, Family with Service Needs and In-Home Child Welfare programs. In order to identify youth that are In-Home Child Welfare and Out-of-Home Committed, Beacon used a combination of the D and I/O identifier as requested by State partners.

Page 5: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

Methods

5

Page 6: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Purpose To improve understanding as to the characteristics and service

utilization patterns of emerging adults

Inform intervention development

Scope• What are the member characteristics of emerging adults at 17?

• What are the service utilization patterns?

• Do specific clusters of emerging adults emerge at 17 based upon their characteristics and service utilization?

Purpose & Scope

Page 7: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Data source• Claims, authorization, and episode data

Sample• Medicaid youth turned 18 between 1/1/13 – 12/31/14

• Both DCF & non-DCF involved emerging adults

Measurement Period• 12 months after turn 17

• 12 months after turn 18

Exclusions• Dually enrolled; limited benefit groups; 0 days eligibility for both

their 17 and 18th year

Methods

Page 8: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Descriptive Statistics & Significance Testing• Demographics

• Diagnoses

• DCF involvement

• Benefit package

• Service utilization rates

Cluster Analysis 1. Select input variables

2. Select clustering procedure

3. Select clustering measure

4. Select clustering algorithm

5. Run descriptive statistics on identified clusters

Methods

Page 9: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Methods

Medicaid Emerging Adults Turned 18 between

1/1/2013 – 12/31/2014 N= 35,762

N= 15,461Continuous eligibility for 17th and 18th year

Behavioral Health Diagnosis during 17th year N= 4,341

Page 10: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

Service Utilization Results

10

Page 11: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Female Male0%

10%

20%

30%

40%

50%

Perc

50.9%

(n=2,211)49.1%

(n=2,130)

Gender at Age 17

17 18

DCF Involved Not DCF Involved DCF Involved Not DCF Involved0%

20%

40%

60%

80%

Perc

80.0%

(n=3,472)

20.0%

(n=869)

82.6%

(n=3,586)

17.4%

(n=755)

DCF Status at Age 17 & 18

White Hispanic Black Unknown Multiracial Asian Native American0%

10%

20%

30%

40%

50%

Perc

50.0%

(n=2,171)

28.0%

(n=1,214)

16.4%

(n=710)

3.0%

(n=129)1.5%

(n=63)

1.1%

(n=47)0.2%

(n=7)

Race/Ethnicity at Age 17

Page 12: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Female Male

White Hispanic Black Unknown Multiracial Asian NativeAmerican

White Hispanic Black Unknown Multiracial Asian NativeAmerican

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

50%

55%

Perc

49.4%

(n = 1,092)

28.4%

(n = 629)

16.1%

(n = 357)

3.3%

(n = 74) 1.4%

(n = 32)1.0%

(n = 23)0.2%

(n = 4)

50.7%

(n = 1,079)

27.5%

(n = 585)

16.6%

(n = 353)

2.6%

(n = 55) 1.5%

(n = 31)

1.1%

(n = 24)0.1%

(n = 3)

Percent of Youth by Gender and Race at Age 17

Page 13: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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DCF Involved Not DCF Involved

Female Male Female Male0%

10%

20%

30%

40%

50%

60%

Perc

49.6%

(n = 431)

50.4%

(n = 438)

51.3%

(n = 1,780) 48.7%

(n = 1,692)

DCF Status and Gender at Age 17

DCF Involved Not DCF Involved

White Hispanic Black Unknown Multiracial Asian NativeAmerican

White Hispanic Black Unknown Multiracial Asian NativeAmerican

0%

10%

20%

30%

40%

50%

60%

Perc

42.7%

(n = 371)

25.8%

(n = 224)

26.9%

(n = 234)

2.5%

(n = 22)1.2%

(n = 10)

0.8%

(n = 7)

0.1%

(n = 1)

51.8%

(n = 1,800)

28.5%

(n = 990)

13.7%

(n = 476)

3.1%

(n = 107)1.5%

(n = 53)

1.2%

(n = 40)0.2%

(n = 6)

DCF Status and Race and Ethnicity at Age 17

Page 14: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 18

Mood Disorders

Attention-Deficit, Conduct, andDisruptive Behavior Disorders

Anxiety Disorders

Adjustment Disorders

Substance-Related Disorders

Developmental Disorders

Screening and history of mental healthand substance abuse codes

Disorders usually diagnosed in infancy,childhood, or adolescence

Schizophrenia and Other PsychoticDisorders

Alcohol-Related Disorders

Delirium, Dementia, and Amnestic andOther Cognitive Disorders

Impulse Control Disorders

Suicide and intentional self-inflictedinjury

Personality Disorders

None

29.1%

(n = 1,265)

19.9%

(n = 863)

16.1%

(n = 699)

15.3%

(n = 664)

5.0%

(n = 216)

4.1%

(n = 179)

2.8%

(n = 123)

2.6%

(n = 112)

2.0%

(n = 85)

1.5%

(n = 65)

0.9%

(n = 39)

0.5%

(n = 21)

0.1%

(n = 5)

0.1%

(n = 5)

38.3%

(n = 1,664)

18.9%

(n = 821)

11.1%

(n = 482)

10.7%

(n = 465)

7.3%

(n = 316)

3.2%

(n = 137)

4.1%

(n = 178)

0.9%

(n = 38)

1.9%

(n = 83)

1.7%

(n = 72)

1.1%

(n = 46)

0.4%

(n = 18)

0.4%

(n = 17)

0.1%

(n = 4)

Behavioral Health Diagnoses Associated with Highest Cost by Age

Page 15: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17DCF Involved Not DCF Involved

18DCF Involved Not DCF Involved

Mood Disorders

Attention-Deficit, Conduct, andDisruptive Behavior Disorders

Anxiety Disorders

Adjustment Disorders

Substance-Related Disorders

Disorders usually diagnosed in infancy,childhood, or adolescence

Schizophrenia and Other PsychoticDisorders

Developmental Disorders

Impulse Control Disorders

Alcohol-Related Disorders

Screening and history of mental healthand substance abuse codes

Delirium, Dementia, and Amnestic andOther Cognitive Disorders

Personality Disorders

Suicide and intentional self-inflictedinjury

None

31.2%

(n = 271)

19.7%

(n = 171)

15.8%

(n = 137)

14.2%

(n = 123)

8.4%

(n = 73)

3.3%

(n = 29)

1.8%

(n = 16)

1.8%

(n = 16)

1.4%

(n = 12)

1.2%

(n = 10)

0.8%

(n = 7)

0.3%

(n = 3)

0.1%

(n = 1)

28.6%

(n = 994)

19.9%

(n = 692)

16.2%

(n = 562)

15.6%

(n = 541)

4.1%

(n = 143)

4.7%

(n = 163)

3.3%

(n = 116)

2.4%

(n = 83)

2.0%

(n = 69)

1.6%

(n = 55)

1.0%

(n = 36)

0.3%

(n = 9)

0.1%

(n = 4)

0.1%

(n = 5)

23.3%

(n = 176)

14.4%

(n = 109)

25.4%

(n = 192)

11.1%

(n = 84)

10.6%

(n = 80)

6.5%

(n = 49)

1.6%

(n = 12)

2.1%

(n = 16)

2.4%

(n = 18)

0.9%

(n = 7)

1.1%

(n = 8)

0.4%

(n = 3)

0.1%

(n = 1)

41.0%

(n = 1,472)

18.0%

(n = 645)

11.1%

(n = 398)

9.9%

(n = 356)

6.6%

(n = 236)

4.5%

(n = 160)

2.5%

(n = 88)

2.0%

(n = 71)

1.6%

(n = 56)

0.3%

(n = 10)

1.1%

(n = 38)

1.0%

(n = 35)

0.5%

(n = 17)

0.1%

(n = 4)

Behavioral Health Diagnoses Associated with Highest Cost by DCF Status and Age

Page 16: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Service Utilization Results

Level of Care Service Type

1. Inpatient 1. Inpatient Psychiatric Hospital 2. Inpatient Psychiatric Hospital–State 3. Psychiatric Residential Treatment Facility (PRTF)

2. Emergency Department

4. Emergency Department Visits–Medical 5. Emergency Department Visits–Behavioral Health

3. Congregate Care 6. Residential Treatment Center (RTC) 7. Group Home

4. Intensive Outpatient

8. Intensive Outpatient (IOP) 9. Partial Hospitalization Program (PHP)

5. Home-Based 10. Home-based Services

6. Routine Behavioral Health

11. General Behavioral Health 12. Individual Therapy 13. Family Therapy 14. Group Therapy 15. Psychiatric Testing 16. Other Behavioral Health – Medication Management

Page 17: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 180%

1%

2%

3%

4%

5%

6%

7%

Perc

IP Psych State

0.3% (n=14)

IP Psych

4.0% (n=173)

IP Psych

6.7% (n=292)

IP Psych State

0.9% (n=39)

PRTF

0.3% (n=11)

PRTF

0.4% (n=18)

Percent of Youth Utilizing Inpatient Psychiatric Services by Age

Page 18: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 180%

5%

10%

15%

20%

25%

30%

35%

40%

45%

Perc

ED BH

16.7% (n=724)

ED BH

23.2% (n=1,006)

ED Medical

43.9% (n=1,906)ED Medical

43.2% (n=1,877)

Percent of Youth Utilizing Emergency Department Services by Age

Page 19: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 180%

2%

4%

6%

8%

10%

12%

14%

16%

18%

20%

22%

24%

Perc

RTC

6.5% (n=49)

RTC

16.9% (n=147)

Group Home

20.7% (n=156)

Group Home

24.2% (n=210)

Percent of Youth Utilizing Congregate Care Services by Age

Page 20: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 180%

1%

2%

3%

4%

5%

Perc IOP

3.2% (n=138)

IOP

5.2% (n=226)

PHP

0.6% (n=28)

PHP

2.0% (n=86)

Percent of Youth Utilizing Intensive Outpatient Services Services by Age

Page 21: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 180%

1%

2%

3%

4%

5%

6%

7%

8%

9%

10%

Perc

Home-based Services

0.7% (n=29)

Home-based Services

8.2% (n=355)

Percent of Youth Utilizing Hom-Based Services by Age

Page 22: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 180%

5%

10%

15%

20%

25%

30%

35%

40%

45%

50%

55%

60%

Perc

Psych Testing

2.3% (n=100)

Individual Therapy

37.6% (n=1,633)

Individual Therapy

58.8% (n=2,552)

Family Therapy

10.6% (n=459)

Family Therapy

29.5% (n=1,281)

General BH Services

22.5% (n=977)

General BH Services

40.8% (n=1,773)

Other BH Services

33.4% (n=1,452)

Other BH Services

45.8% (n=1,989)

Group Therapy

7.1% (n=309)

Group Therapy

9.9% (n=430)

Psych Testing

3.9% (n=171)

Percent of Youth Utilizing Routine Behavioral Health Services by Age

Page 23: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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17 180%

2%

4%

6%

8%

10%

12%

14%

16%

18%

20%

22%

24%

26%

28%

30%

32%

Perc

Smoking Deterrents 5.6% (n=243) Smoking Deterrents 5.4% (n=233)

Narcotics 2.6% (n=115)

Narcotics 4.2% (n=183)

Mood Stabilizer 10.9% (n=472) Mood Stabilizer 10.9% (n=472)

Antipsychotics 20.7% (n=897)

Antipsychotics 17.9% (n=778)

Antidepressants 31.6% (n=1,372)

Antidepressants 26.8% (n=1,165)

Antianxiety 11.5% (n=499)Antianxiety 11.7% (n=509)

ADHD 26.3% (n=1,142)

ADHD 21.6% (n=937)

Page 24: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

Cluster Analysis Results

24

Page 25: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Cluster

1 (n=664)

2 (n=850)

3 (n=1,265)

4 (n=699)

5 (n=863)

29.1% (n = 1,265)

15.3% (n = 664)

19.6% (n = 850)

16.1% (n = 699)

19.9% (n = 863)

Cluster Assignment at Age 17

Page 26: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Cluster BH Diagnosis High

1 (n=664) Adjustment disorders

2 (n=850) Substance-related disorders

Developmental disorders

Screening and history of mental health and substance abuse codes

Disorders usually diagnosed in infancy, childhood, or adolescence

Schizophrenia and other psychotic disorders

Alcohol-related disorders

Delirium, dementia, and amnestic and other cognitive disorders

Impulse control disorders, NEC

Personality disorders

Suicide and intentional self-inflicted injury

3 (n=1,265) Mood disorders

4 (n=699) Anxiety disorders

5 (n=863) Attention-deficit, conduct, and disruptive behavior disorders

15.3% (n = 664)

5.0% (n = 216)

4.1% (n = 179)

2.8% (n = 123)

2.6% (n = 112)

2.0% (n = 85)

1.5% (n = 65)

0.9% (n = 39)

0.5% (n = 21)

0.1% (n = 5)

0.1% (n = 5)

29.1% (n = 1,265)

16.1% (n = 699)

19.9% (n = 863)

Cluster Assignment and Behavioral Health Diagnosis Associated with Highest Cost at Age 17

Page 27: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Cluster DCF Involved

Adjustment (n=664) Not DCF Involved

DCF Involved

Mixed Diagnoses(n=850)

Not DCF Involved

DCF Involved

Mood (n=1,265) Not DCF Involved

DCF Involved

Anxiety (n=699) Not DCF Involved

DCF Involved

ADHD/Conduct(n=863)

Not DCF Involved

DCF Involved

81.5% (n = 541)

18.5% (n = 123)

80.4% (n = 683)

19.6% (n = 167)

78.6% (n = 994)

21.4% (n = 271)

80.4% (n = 562)

19.6% (n = 137)

80.2% (n = 692)

19.8% (n = 171)

Cluster Assignment and DCF Involvement at Age 17

Page 28: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Cluster Gender

Adjustment (n=664) Female

Male

Mixed Diagnoses(n=850)

Female

Male

Mood (n=1,265) Female

Male

Anxiety (n=699) Female

Male

ADHD/Conduct(n=863)

Female

Male

60.5% (n = 402)

39.5% (n = 262)

32.7% (n = 278)

67.3% (n = 572)

62.0% (n = 784)

38.0% (n = 481)

66.5% (n = 465)

33.5% (n = 234)

32.7% (n = 282)

67.3% (n = 581)

Cluster Assignment and Gender at Age 17

Page 29: Connecticut Medicaid Emerging Adults...Connecticut Medicaid Emerging Adults Child/Adolescent Quality, Access & Policy Committee April 18, 2018 Christopher Bory, PsyD, Beacon Health

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Cluster RaceAdjustment(n=664)

Caucasian

HispanicBlackUnknownMultiracialAsianNative American

Mixed Diagnoses(n=850)

Caucasian

HispanicBlackUnknownMultiracialAsianNative American

Mood (n=1,265) Caucasian

HispanicBlackUnknownMultiracialAsianNative American

Anxiety (n=699) Caucasian

HispanicBlackUnknownMultiracialAsian

ADHD/Conduct(n=863)

Caucasian

HispanicBlackUnknownMultiracialAsianNative American

45.3% (n = 301)

31.0% (n = 206)

18.4% (n = 122)

2.9% (n = 19)

1.7% (n = 11)

0.6% (n = 4)

0.2% (n = 1)

49.9% (n = 424)

24.8% (n = 211)

19.9% (n = 169)

2.2% (n = 19)

1.8% (n = 15)

1.1% (n = 9)

0.4% (n = 3)

50.1% (n = 634)

29.6% (n = 374)

14.5% (n = 183)

3.2% (n = 41)

1.3% (n = 17)

1.1% (n = 14)

0.2% (n = 2)

53.8% (n = 376)

27.0% (n = 189)

12.9% (n = 90)

3.4% (n = 24)

1.7% (n = 12)

1.1% (n = 8)

50.5% (n = 436)

27.1% (n = 234)

16.9% (n = 146)

3.0% (n = 26)

1.6% (n = 14)

0.7% (n = 6)

0.1% (n = 1)

Cluster Assignment and Race and Ethnicity at Age 17

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1 (n=664) 2 (n=850) 3 (n=1,265) 4 (n=699) 5 (n=863) X 2 df pInpatient 2.0% (n=13) 5.6% (n=48) 15.7% (n=199) 2.6% (n=18) 1.6% (n=14) 244.2 4 <.01Inpatient - State 0.2% (n=1) 0.9% (n=8) 1.7% (n=21) 1.0% (n=7) 0.2% (n=2) 16.8 4 <.01PRTF 0.2% (n=1) 0.5% (n=4) 0.8% (n=10) 0.4% (n=3) 0.0% (n=0) 9.1 4 0.06ED BH 12.3% (n=82) 26.9% (n=229) 33.0% (n=418) 20.0% (n=140) 15.9% (n=137) 149.4 4 <.01IOP 1.5% (n=10) 6.1% (n=52) 9.9% (n=125) 2.1% (n=15) 2.8% (n=24) 99.4 4 <.01PHP 0.3% (n=2) 1.1% (n=9) 4.8% (n=61) 1.1% (n=8) 0.7% (n=6) 75.8 4 <.01IICAPS 0.5% (n=3) 1.8% (n=15) 5.9% (n=75) 1.7% (n=12) 4.8% (n=41) 60.6 4 <.01Other Home-based 3.9% (n=26) 4.7% (n=40) 4.3% (n=54) 2.0% (n=14) 8.7% (n=75) 42.4 4 <.01General BH 49.4% (n=328) 26.9% (n=229) 50.8% (n=642) 42.8% (n=299) 31.9% (n=275) 169.4 4 <.01Individual Therapy 74.4% (n=494) 32.4% (n=275) 72.0% (n=911) 63.4% (n=443) 49.7% (n=429) 438.7 4 <.01Family Therapy 30.7% (n=204) 13.2% (n=112) 38.7% (n=489) 33.6% (n=235) 27.9% (n=241) 167.1 4 <.01Group Therapy 9.5% (n=63) 10.7% (n=91) 10.7% (n=135) 7.4% (n=52) 10.3% (n=89) 6.5 4 0.17Psych Testing 3.5% (n=23) 6.0% (n=51) 2.8% (n=35) 3.0% (n=21) 4.8% (n=41) 17.7 4 <.01Other BH 26.8% (n=178) 28.6% (n=243) 51.9% (n=657) 49.2% (n=344) 65.7% (n=567) 358.1 4 <.01Note . Inpatient=Inpatient Psychiatric Hospitalization; Inpatient-State=Inpatient Psychiatric Hospitalization State O perated Facility; PRTF=Psychiatric Residential Treatment Facility; ED BH = Emergency Department - Behavioral Health; IO P = Intensive O utpatient Program; PHP = Partial Hospitalization Program; IICAPS = Intensive In-home Child and Adolescent Psychiatric Services; General BH = General Behavioral Health Services. Cluster 1=Adjustment Disorder; Cluster 2=Various Diagnoses; Cluster 3=Mood Disorders; Cluster 4=Anxiety Disorders; Cluster 5=ADHD/Conduct/Disruptive Behavior. Percentages that are highlighted in blue indicate the highest percentage for that particular service across clusters. Percentages that are highlighted in orange indicate the second highest percentage for that service across clusters

Cluster Assignment

Results

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Results

Note. Given certain services have age restrictions to be admitted into a program, these programs are expected to decline between the17th and 18th year, are highlighted in grey, and should be interpreted with caution.

Service Category Service Type 17 18 Percent Change n-size

Inpatient Inpatient Psychiatric Hospital 292 173 -41% Inpatient Psychiatric Hospital - State 39 14 -64% PRTF 18 11 -39%

Emergency Department ED BH 1006 724 -28% Congregate Care Group Home 212 158 -25%

RTC 150 53 -65% Intensive Outpatient IOP 226 138 -39%

PHP 86 28 -67% Home-based Home-based Services 355 29 -92% Routine Behavioral Health Individual Therapy 2552 1633 -36%

Group Therapy 430 309 -28% Family Therapy 1281 459 -64% Other BH Services 1989 1452 -27% Psych Testing 171 100 -42% General BH Services 1773 977 -45%

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Conclusion

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Demographics• Mood, ADHD, conduct, disruptive behavior, anxiety, and adjustment

disorders were the top four diagnostic categories

• Over 38% of the sample had no behavioral health diagnosis at 18.

• Youth that were DCF involved at 18 had a lower percent with no behavioral health diagnosis (25%) compared to non-DCF involved youth (41%) at age 18

• Gender differences by diagnostic categories

• 35% of White youth at 18 had no diagnosis compared to 41% of Hispanic, 43% of Black, and 46% of Multiracial youth

Conclusion

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Service Utilization• Statistically significant decline in the proportion of youth utilizing services from 17 to 18

• Average percent change across services was a 44% decline

Cluster Analysis• Five distinct clusters, which created meaningful structure to the data.

• Behavioral health diagnoses and selected services were entered into the model

• Significant differences across clusters by gender, race, and behavioral health diagnosis.

Limitations• Restrictions on claims and authorizations

• RTC and GH removed from cluster analysis

• Services outside scope of claims

• Broader healthcare and fiscal climate - changes over time

Conclusion

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Future Directions• Conduct a cross-sectional study to gain a broader snapshot of

transition-age service utilization

• Develop transitional assistance program that supports emerging adults with behavioral health needs accessing services; improve connection to care

• Utilize predictive modeling to better understand behavioral health needs and risk and protective factors

Conclusion

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Questions?