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. Author manuscript; available in PMC: 2023 Apr 1.
Published in final edited form as: Med Care Res Rev. 2021 May 31;79(2):218–232. doi: 10.1177/10775587211018548
Post-9/11 GI Bill (n = 9,776)
VR&E estimates (n = 9,390)
Supported employment (n = 19,217)
Baseline variable IV model Naïve model IV model Naïve model IV model Naïve model
Caregiver approved for PCAFC 0.93 [0.85, 1.05] 0.94 [0.85, 1.03] 0.84 [0.76, 0.92] 0.84 [0.76, 0.93] 1.35 [1.14, 1.53] 1.29 [1.00, 1.67]
Veteran age at PCAFC application
 19–30—Reference
 31–40 3.72 [2.96, 5.13] 3.52 [2.74, 4.54] 2.45 [1.93, 3.40] 2.41 [1.81, 3.21] 1.92 [1.08, 3.03] 1.98 [1.03, 3.80]
 41–50 2.58 [2.12, 3.57] 2.49 [1.94, 3.19] 2.05 [1.60, 2.95] 2.03 [1.53,2.70] 1.39 [0.77, 2.17] 1.44 [0.76, 2.75]
 51–54 1.83 [1.50, 2.50] 1.80 [1.41, 2.31] 1.61 [1.20,2.26] 1.60 [1.20, 2.13] 0.93 [0.60,1.52] 0.95 [0.49, 1.84]
Veteran male gender 0.98 [0.81, 1.17] 0.97 [0.83, 1.14] 0.97 [0.83, 1.13] 0.97 [0.82, 1.16] 1.07 [0.86, 1.36] 1.09 [0.74, 1.60]
Veteran married 1.09 [0.99, 1.23] 1.09 [0.99, 1.20] 0.94 [0.83, 1.05] 0.94 [0.84, 1.05] 0.81 [0.68, 1.00] 0.82 [0.64, 1.06]
Caregiver is a Veterana 1.07 [0.96, 1.23] 1.07 [0.94, 1.21] 0.92 [0.79, 1.10] 0.93 [0.79, 1.08] 1.12 [0.79, 1.41] 1.12 [0.79, 1.57]
Veteran homeless in past 12 monthsc 1.06 [0.85, 1.25] 1.05 [0.88, 1.25] 1.03 [0.82, 1.26] 1.03 [0.85, 1.24] 1.85 [1.63, 2.39] 1.78 [1.30, 2.45]
Veteran race
 White/unknown 0.78 [0.69, 0.86] 0.79 [0.71, 0.87] 0.69 [0.62, 0.76] 0.70 [0.63, 0.78] 0.54 [0.44, 0.60] 0.54 [0.42, 0.70]
 Black/other—Reference
Veteran Hispanic/Latino 1.18 [1.01, 1.34] 1.17 [1.03, 1.33] 1.07 [0.89, 1.24] 1.07 [0.92, 1.24] 0.88 [0.72, 1.28] 0.89 [0.61, 1.29]
Caregiver relationship to Veteran
 Spouse/partner 1.01 [0.85, 1.19] 1.01 [0.88, 1.16] 1.04 [0.00, 1.21] 1.04 [0.89, 1.23] 0.80 [0.67, 0.89] 0.84 [0.59, 1.20]
 Mother/father 0.69 [0.57, 0.83] 0.71 [0.59,0.86] 0.90 [0.69, 1.09] 0.90 [0.73, l.l1] 1.23 [1.02, 1.48] 1.26 [0.84, 1.89]
 Other relationship—Reference
Veteran enrollment priority group
 Group 1 1.08 [0.80, 1.46] 1.07 [0.77, 1.48] 1.03 [0.63, 1.48] 1.03 [0.69, 1.55] 0.78 [0.10, 1.02] 0.82 [0.25, 2.63]
 Group 2–4 1.16 [0.98, 1.39] 1.14 [0.94, 1.38] 0.96 [0.68, 1.21] 0.97 [0.75, 1.24] 1.00 [0.35, 1.74] 1.06 [0.54, 2.07]
 Group 5 or missing—Reference
Veteran service connection
 High (≥70%) 0.99 [0.63, 1.49] 0.99 [0.69, 1.44] 0.63 [0.40, 1.06] 0.65 [0.41, 1.03] 0.73 [0.26, 3.97] 0.79 [0.22, 2.86]
 Low (< 10% or missing) 1.84 [1.46, 2.34] 1.76 [1.41,2.19] 0.86 [0.64, 1.01] 0.87 [0.67, 1.12] 0.86 [0.29, 1.55] 0.94 [0.49, 1.80]
 Medium high (50% to 69%) 0.91 [0.58, 1.33] 0.91 [0.62, 1.35] 0.75 [0.46, 1.18] 0.76 [0.48, 1.21] 1.09 [0.34, 6.39] 1.14 [0.31,4.21]
 Medium low (10% to 49%)—Reference
Had a mental health visit in 6 months prior to PCAFC applicationb 0.93 [0.82, 1.03] 0.93 [0.83, 1.04] 1.02 [0.91, 1.13] 1.02 [0.90, 1.16] 2.15 [1.64, 3.75] 2.19 [1.52, 3.17]
Had a primary care visit in 6 months prior to PCAFC applicationb 1.02 [0.93, 1.13] 1.02 [0.92, 1.13] 1.08 [0.98, 1.18] 1.08 [0.96, 1.21] 0.96 [0.74, 1.02] 0.96 [0.74, 1.26]
Diagnosesc
 Diabetes 0.85 [0.72, 1.04] 0.86 [0.71, 1.04] 0.81 [0.65, 1.05] 0.82 [0.64, 1.04] 1.59 [1.16, 2.16] 1.57 [1.03, 2.39]
 Musculoskeletal disorders/diseases 0.90 [0.81, 1.00] 0.91 [0.83, 1.00] 0.92 [0.84, 1.03] 0.92 [0.83, 1.03] 0.80 [0.63, 0.94] 0.81 [0.63, 1.04]
Alcohol or substance use 1.10 [0.95, 1.22] 1.09 [0.97, 1.22] 0.87 [0.76, 0.98] 0.86 [0.76, 0.99] 1.21 [1.05, 1.58] 1.18 [0.90, 1.54]
 Vision loss 0.94 [0.69, 1.24] 0.93 [0.70, 1.25] 1.04 [0.60, 1.38] 1.04 [0.72, 1.50] 0.58 [0.14, 0.79] 0.58 [0.22, 1.57]
 Hearing loss 1.10 [1.01, 1.23] 1.09 [0.98, 1.22] 1.09 [0.97, 1.26] 1.09 [0.96, 1.24] 0.68 [0.52, 0.91] 0.68 [0.49, 0.94]
 Hyperlipidemia 0.89 [0.82, 0.98] 0.89 [0.80, 1.00] 0.74 [0.63, 0.82] 0.74 [0.64, 0.85] 0.91 [0.75, 1.18] 0.90 [0.67, 1.22]
 Hypertension 0.91 [0.80, 1.03] 0.91 [0.81, 1.03] 0.90 [0.76, 1.01] 0.90 [0.78, 1.04] 0.90 [0.71, 1.16] 0.91 [0.67, 1.24]
 Obesity 1.09 [0.98, 1.22] 1.09 [0.97, 1.23] 1.02 [0.88, 1.17] 1.01 [0.88, 1.17] 0.94 [0.78, 1.16] 0.94 [0.69, 1.28]
 Pain, including back or joint 0.95 [0.88, 1.04] 0.95 [0.87, 1.05] 1.02 [0.92, 1.14] 1.02 [0.92, 1.14] 1.02 [0.85, 1.36] 1.02 [0.80, 1.30]
 Traumatic brain injury 1.07 [0.98, 1.18] 1.06 [0.96, 1.17] 1.15 [1.01, 1.27] 1.15 [1.02, 1.29] 1.29 [l.l1, 1.59] 1.29 [1.01, 1.66]
 Headache 1.13 [0.98, 1.25] 1.12 [1.01, 1.25] 1.08 [0.97, 1.23] 1.08 [0.95, 1.23] 0.90 [0.76, 1.07] 0.91 [0.68, 1.22]
 Joint pain and effusion, not including back pain 1.05 [0.94, 1.16] 1.05 [0.96, 1.15] 0.97 [0.87, 1.05] 0.97 [0.87, 1.08] 0.97 [0.80, 1.16] 0.96 [0.76, 1.22]
 Adjustment reaction 1.16 [1.02, 1.35] 1.15 [1.01, 1.31] 1.25 [1.05, 1.43] 1.24 [1.07, 1.43] 1.29 [1.17, 1.60] 1.28 [0.93, 1.74]
 Anxiety 1.00 [0.89, l.l1] 1.00 [0.91, l.l1] 0.95 [0.86, 1.10] 0.95 [0.85, 1.07] 1.21 [1.05, 1.59] 1.20 [0.94, 1.53]
 Bipolar 0.90 [0.78, 1.08] 0.90 [0.77, 1.05] 0.85 [0.71, 0.98] 0.85 [0.72, 1.02] 1.29 [1.06, 1.60] 1.31 [0.97, 1.77]
 Depression 0.94 [0.86, 1.04] 0.94 [0.86, 1.04] 1.03 [0.91, 1.12] 1.03 [0.93, 1.15] 0.93 [0.77, 1.02] 0.93 [0.73, 1.19]
 Other mental health 0.81 [0.73,0.90] 0.82 [0.72, 0.93] 1.00 [0.87, 1.20] 1.00 [0.93, 1.15] 1.27 [1.12, 1.53] 1.26 [0.96, 1.67]
 Posttraumatic stress disorder 0.98 [0.89, 1.09] 0.99 [0.89, 1.10] 0.89 [0.77, 1.02] 0.90 [0.79, 1.01] 1.03 [0.82, 1.18] 1.05 [0.78, 1.42]
 Tobacco use 0.90 [0.82, 1.02] 0.91 [0.81, 1.01] 0.85 [0.75, 0.94] 0.85 [0.75, 0.97] 1.01 [0.75, 1.17] 1.02 [0.78, 1.32]
 Chest pain/acute myocardia infarction 0.82 [0.66, 0.99] 0.82 [0.67, 1.00] 0.97 [0.77, 1.19] 0.97 [0.78, 1.21] 1.49 [0.96, 2.12] 1.47 [1.01, 2.14]
 Neoplasm 1.00 [0.83, 1.16] 1.00 [0.83, 1.21] 1.10 [0.88, 1.31] 1.09 [0.88, 1.35] 1.29 [1.20, 1.64] 1.29 [0.84, 1.97]
Has non-VA insurance 0.98 [0.85, l.l1] 0.98 [0.87, 1.10] 1.13 [0.97, 1.31] 1.13 [0.98, 1.29] 1.31 [1.19, 1.55] 1.34 [0.99, 1.81]
VA copay exemption
 Copay exempt—Reference
 Must pay VA copay 1.06 [0.94, 1.22] 1.05 [0.91, 1.20] 1.05 [0.90, 1.00] 1.06 [0.92, 1.22] 1.13 [0.83, 1.20] 1.14 [0.80, 1.63]
 VA copay unknown 1.14 [1.02, 1.23] 1.13 [1.02, 1.24] 1.04 [0.92, 1.16] 1.04 [0.92, 1.18] 0.68 [0.58, 0.87] 0.67 [0.48, 0.94]
Lives at least 30 miles from nearest VAMC 0.82 [0.77, 0.91] 0.83 [0.76, 0.90] 0.84 [0.75, 0.93] 0.85 [0.77, 0.94] 0.61 [0.46, 0.84] 0.62 [0.49, 0.78]
Nosos score is greater than 1 VISN 0.84 [0.75, 0.91] 0.84 [0.77, 0.93] 0.88 [0.78, 1.00] 0.88 [0.79, 0.99] l.l1 [0.92, 1.16] 1.13 [0.88, 1.44]
 10 0.86 [0.55, 1.26] 0.88 [0.56, 1.38] 0.64 [0.34, 0.96] 0.65 [0.40, 1.06] 0.36 [0.13, 0.58] 0.36 [0.15, 0.88]
 11 0.79 [0.53, 1.22] 0.80 [0.56, 1.15] 0.73 [0.48, 1.01] 0.73 [0.51, 1.07] 0.11 [0.03, 0.15] 0.11 [0.04, 0.32]
 12 1.00 [0.64, 1.50] 1.00 [0.69, 1.45] 0.73 [0.47, l.l1] 0.74 [0.50, 1.09] 0.40 [0.26, 0.74] 0.40 [0.20, 0.79]
 15 0.89 [0.61, 1.36] 0.90 [0.64, 1.28] 0.53 [0.38, 0.78] 0.54 [0.38, 0.79] 0.44 [0.21, 0.77] 0.42 [0.21, 0.81]
 16 1.12 [0.85, 1.59] 1.12 [0.82, 1.55] 0.57 [0.36, 0.78] 0.57 [0.40, 0.80] 0.42 [0.29, 0.66] 0.37 [0.20, 0.67]
 17 1.31 [0.98, 1.79] 1.30 [0.96, 1.76] 0.66 [0.48, 0.93] 0.66 [0.48, 0.91] 0.44 [0.31, 0.55] 0.40 [0.23, 0.69]
 18 0.84 [0.60, 1.27] 0.85 [0.61, 1.19] 0.88 [0.64, 1.20] 0.89 [0.65, 1.23] 0.30 [0.07, 0.55] 0.30 [0.17, 0.55]
 19 1.44 [1.02, 2.17] 1.42 [1.02, 1.98] 0.93 [0.62, 1.31] 0.91 [0.65, 1.29] 1.46 [0.81, 2.24] 1.28 [0.76, 2.16]
 2 1.18 [0.75, 1.63] 1.18 [0.77, 1.81] 0.68 [0.40, 1.05] 0.69 [0.41, 1.16] 0.34 [0.16, 0.75] 0.33 [0.10, 0.96]
 20 0.83 [0.62, 1.16] 0.84 [0.61, 1.16] 0.64 [0.46, 0.88] 0.64 [0.46, 0.90] 0.37 [0.23, 0.57] 0.36 [0.20, 0.65]
 21 1.04 [0.66, 1.40] 1.04 [0.74, 1.47] 0.91 [0.63, 1.28] 0.92 [0.66, 1.28] 0.29 [0.17, 0.37] 0.30 [0.16, 0.57]
 22 1.28 [0.95, 1.77] 1.26 [0.92, 1.73] 0.99 [0.75, 1.34] 1.00 [0.73, 1.37] 0.09 [0.05, 0.15] 0.09 [0.04, 0.20]
 23 1.23 [0.82, 1.75] 1.23 [0.84, 1.82] 0.72 [0.47, 1.18] 0.73 [0.45, 1.19] 0.85 [0.46, 1.61] 0.82 [0.41, 1.64]
 3 1.06 [0.64, 1.54] 1.05 [0.67, 1.64] 1.07 [0.69, 1.49] 1.08 [0.73, 1.60] 0.30 [0.15, 0.32] 0.32 [0.15, 0.69]
 4 0.91 [0.59, 1.45] 0.92 [0.62, 1.36] 0.50 [0.29, 0.77] 0.52 [0.32, 0.83] 0.16 [0.08, 0.35] 0.16 [0.06, 0.46]
 5 1.25 [0.78, 1.83] 1.25 [0.84, 1.87] 1.03 [0.72, 1.54] 1.04 [0.69, 1.56] 0.26 [0.18, 0.67] 0.26 [0.11, 0.65]
 6 1.07 [0.79, 1.46] 1.08 [0.79, 1.46] 0.58 [0.45, 0.78] 0.59 [0.43, 0.80] 0.30 [0.19, 0.47] 0.29 [0.16, 0.52]
 7 1.21 [0.99, 1.65] 1.21 [0.89, 1.63] 0.71 [0.51, 0.95] 0.71 [0.52, 0.96] 0.14 [0.06, 0.23] 0.13 [0.07, 0.26]
 8 1.16 [0.86, 1.53] 1.17 [0.85, 1.59] 0.78 [0.60, 1.07] 0.79 [0.58, 1.08] 0.41 [0.28, 0.57] 0.39 [0.23, 0.68]
 9 0.93 [0.68, 1.34] 0.95 [0.69, 1.30] 0.65 [0.50, 0.86] 0.66 [0.48, 0.90] 0.21 [0.11, 0.33] 0.21 [0.10, 0.41]
Applicant group
 Group 1—Reference
 Group 2 1.02 [0.87, 1.18] 1.01 [0.89, 1.16] 1.19 [1.00, 1.40] 1.17 [0.98, 1.40] 0.91 [0.78, 1.37] 0.87 [0.60, 1.25]
 Group 3 1.16 [0.99, 1.38] 1.15 [1.01, 1.32] 1.26 [1.03, 1.51] 1.23 [1.04, 1.47] 0.94 [0.72, 1.41] 0.87 [0.60, 1.26]
 Group 4 1.13 [0.96, 1.34] 1.11 [0.97, 1.28] 1.24 [1.03, 1.53] 1.21 [1.01, 1.43] 1.16 [1.06, 1.68] 1.04 [0.73, 1.49]
 Group 5 1.09 [0.91, 1.35] 1.08 [0.92, 1.27] 1.33 [1.03, 1.73] 1.28 [1.05, 1.55] 1.29 [1.07, 1.87] 1.06 [0.70, 1.61]
Residual estimated from first-stage equation 1.00 [0.93, 1.05] NA 0.99 [0.93, 1.06] NA 0.92 [0.86, 1.02] NA

Note. PCAFC = VA Program of Comprehensive Assistance for Family Caregivers; VR&E = vocational rehabilitation and education; VAMC = Veterans Affairs Medical Center; VISN = Veteran Integrated Service Network; VA = U.S. Department of Veterans Affairs. “Post 9/1 l-GI Bill,” “VR&E,” and “Supported Employment” samples are all derived from the same parent sample. Veterans who applied for or used the service prior to or including PCAFC application date are excluded from the respective sample. Veterans remaining in the sample may or may not have applied for/used the service post PCAFC application date, and unique veterans may be present in more than one of the samples depending upon their own histories. Additional exclusions made based upon the constructed instrumental variable (IV).

a

This variable was constructed based upon caregivers’ social security number matching in the Vital Status Mini File. It may not include caregivers who themselves are Veterans who do not utilize the VA health system (per VA electronic medical records).

b

Number of visits in the 6 months prior to and including application date. Mental health care was VA provided or purchased; primary care was VA provided.

c

Assessed in the year prior to and including application date.