| Literature DB >> 35819721 |
Laura A Voith1, Meghan Salas Atwell2, Alena Sorensen2, Tito J Thomas3, Claudia Coulton2, Edward M Barksdale4,5.
Abstract
Violent exposure among low-income, Black youth has reached alarming rates. Using administrative data that centers racial equity to understand risk factors and aid in prevention is a promising approach to address this complex problem. Medical records were linked to a comprehensive county-level integrated data system using a case-control design. Chi-square tests, T-tests, and multivariate logistic regression assessed for between and within group differences among (1) youth who presented to an emergency department (N = 429) with an assault or gunshot wound (GSW) and a matched sample of non-injured youth (N = 5000); and, (2) youth with GSW injuries (N = 71) compared to assault injuries (N = 358). Injured youth present with greater early adversity, trauma, and prolonged poverty compared to non-injured peers. Youth with GSW injuries differ from assault in several key ways. An ecosystem of care is needed to address the multifaceted causes of Black youth's severe violence exposure that are rooted in systemic racism and poverty. Integrated data using a racial equity lens can help to illuminate opportunities in this ecosystem of care.Entities:
Year: 2022 PMID: 35819721 PMCID: PMC9274622 DOI: 10.1007/s40615-022-01365-9
Source DB: PubMed Journal: J Racial Ethn Health Disparities ISSN: 2196-8837
Measures utilized in analysis. Patient EMR and Child Household Integrated Longitudinal Data (CHILD) System
| Measure grouping | Variables | Time period | Source |
|---|---|---|---|
| Health care | Patient injury code; categorical variable | July 1, 2017–June 30, 2018 | University Hospitals — Rainbow Babies and Children’s Hospital |
| Address; text variable | |||
| Date of birth; date variable | |||
| Gender identification; binary variable; 1 = male, 2 = female | |||
| Admission date; date variable | |||
| Birth and family characteristics | Early teen mother age 10–14 at participant’s birth; binary flag | January 1, 2001–December 31, 2012 | Ohio Department of Health (ODH)*; annual records *This should not be considered an endorsement of this study or these conclusions by the Ohio Department of Health |
| Late teen mother age 15–19 at participant’s birth; binary flag | |||
| Teen mother age 10–19 at participant’s birth; binary flag | |||
| Mother had high school diploma or greater at participant’s birth; binary flag | |||
| Birth weight < 2,500 g; binary flag | |||
| Gestation < 37 weeks; binary flag | |||
| No prenatal care reported at birth; binary flag | |||
| Juvenile court | At least one delinquency filing of any type before 1/1/2017; binary flag | 2001–present | Cuyahoga County Juvenile Court; received twice annually |
| At least one delinquency filing with “violent” type before 1/1/2017; binary flag | |||
| At least one delinquency filing with “Drug” type before 1/1/2017; binary flag | |||
| At least one delinquency filing with “Property” type before 1/1/2017; binary flag | |||
| At least one delinquency filing with “Other” type before 1/1/2017; binary flag | |||
| Child welfare involvement | At least one case of any type opened with DCFS before 1/1/2017; binary flag | 2001–2018 | Cuyahoga County Division of Child and Family Services (DCFS) |
| At least one substantiated or indicated report of abuse or neglect before 1/1/2017; binary flag | |||
| At least one foster care placement before 1/1/2017; binary flag | |||
| Age at first DCFS encounter; continuous variable; years | |||
| Homelessness | Used an emergency homeless shelter ≥ 1 night by 1/1/2017; binary flag | 2009–present | Cuyahoga County Office of Homeless Services |
| Age at first homeless shelter stay; continuous variable; years | |||
| Public assistance | Receipt of ≥ 1 month of food stamps (Supplemental Nutrition Assistance Program, SNAP) at any time before age 6; binary flag | SNAP/TANF: 2001–2018 Medicaid: 2001–2016 Daycare: 2001–present | Cuyahoga County Job and Family Services; monthly records |
| Receipt of ≥ 1 month of cash assistance (Temporary Assistance for Needy Families, TANF) at any time before age 6; binary flag | |||
| Receipt of ≥ 1 month of child care subsidy at any time before age 6; binary flag | |||
| Insured by Medicaid ≥ 1 month at any time before age 6; binary flag | |||
| Receipt of ALL public assistance measures (≥ 1 month of food stamps, cash assistance, child care subsidy, AND Medicaid at any time before age 6); binary flag | |||
| Receipt of ANY public assistance measures (≥ 1 month of food stamps, cash assistance, child care subsidy, OR Medicaid at any time before age 6); binary flag | |||
| Public education | Positive identification in public school records data; Binary flag | CMSD: 2005–2006 to present; 2008–2009 to present (test scores) Suburban School Districts (Bedford Hts, Berea, Brooklyn, Cleveland Hts, East Cleveland, Garfield Hts, Lakewood, Maple Hts, Richmond Hts, South Euclid / Lyndhurst, and Warrensville Hts): 2008–2009 to present | 14 Public urban and inner ring suburban school districts in the county: annual records |
| “On track” Kindergarten Readiness Assessment (KRA) Language and Literacy score (score ≥ 263 points); binary flag | |||
| Chronic absenteeism (> 10% absence) in year prior to injury for study sample and prior to 2017 school year for comparison; binary flag | |||
| At least one grade repeated prior to injury for study sample and prior to 2017 school year for comparison; binary flag | |||
| Cross-system Involvement | At least one case opened with DCFS of any type and one delinquency filing of any type before 1/1/2017; binary flag | Cuyahoga County Juvenile Court; received twice annually Cuyahoga County Division of Child and Family Services | Juvenile Court: 2000–present DCFS: 1992–2018 |
| At least one substantiated report of abuse or neglect and one delinquency filing of any type before 1/1/2017; binary flag | |||
| DCFS case and juvenile court involvement overlap before 1/1/2017; categorical variable; 1 = no DCFS case of any type and no delinquency filing of any type, 2 = only DCFS case, 3 = only delinquency filing, 4 = both DCFS case and delinquency filing |
Associations from the multivariable logistic regression models (dependent variable: 1 = injury; 0 = no injury). Authors’ analysis of administrative records from the Child Household Integrated Longitudinal Data (CHILD) System
| Predictors | Demographic1 ( | Education2 ( | Public assistance3 ( | Combined4 ( | |||||
|---|---|---|---|---|---|---|---|---|---|
| Male (vs. female) | 1.50 (1.20, 1.88) | - | - | 1.35 (0.99, 1.85) | 0.06 | ||||
| Teen mother | 1.99 (0.67, 4.81) | 0.16 | - | - | - | ||||
| “On Track” KRA score | - | 0.93 (0.66, 1.29) | 0.66 | - | 1.07 (0.76, 1.48) | 0.71 | |||
| Chronically absent | - | 1.74 (1.28, 2.36) | - | 1.51 (1.10, 2.07) | |||||
| Repeat grade | - | 1.56 (1.14, 2.14) | - | 1.31 (0.95, 1.80) | 0.10 | ||||
| Any enrollment in SNAP, TANF, Daycare, Medicaid before age 6 | - | - | 1.61 (1.14, 2.34) | 7.89 (1.70, 140.4) | |||||
| Emergency homeless shelter use | - | - | 0.85 (0.29, 1.96) | 0.73 | 0.67 (0.10, 2.40) | 0.60 | |||
| DCFS contact and juvenile court (CS) contact dual-system involvement (vs. no involvement) | DCFS contact only | - | - | 1.90 (1.52, 2.38) | 1.90 (1.32, 2.77) | ||||
| JC contact only | - | - | 5.78 (2.41, 12.45) | 3.70 (0.98, 11.63) | |||||
| DCFS and JC contact | - | - | 7.42 (4.87, 11.14) | 4.26 (2.28, 7.82) | |||||
| Likelihood ratio test | |||||||||
1Youth with non-missing birth certificates. 2Youth with non-missing KRA test scores.3All youth in study population. 4Youth with non-missing birth certificates and KRA test scores. Bold p-value indicates statistically significant results after logistic regression analysis. Notes: Authors’ analysis of administrative records from the Child Household Integrated Longitudinal Data (CHILD) System
Significance tests of youth’s engagement with selected social and healthcare systems. Authors’ analysis of administrative records from the Child Household Integrated Longitudinal Data (CHILD) System
| Study population | CHILD comparison population | Study population: assault | Study population: gunshot | |||||
|---|---|---|---|---|---|---|---|---|
| Demographics | ||||||||
| Population ( | 429 | 5000 | 358 | 71 | ||||
| Race | White (%) | 5.65 | 6.89 | 0.3412 | 5.93 | 4.23 | 0.2123 | |
| Black (%) | 91.29 | 89.02 | 90.40 | 95.77 | ||||
| Other (%) | 3.06 | 4.09 | 3.67 | 0 | ||||
| Male (%) | 57.11* | 49.50* | 0.0025 | 53.63* | 74.65* | 0.0011 | ||
| Average age3 ( | 12.09 (2.76) | 12.11 (2.79) | 0.8881 | 11.94 (2.78)* | 12.84 (2.56)* | 0.0126 | ||
| Health care | ||||||||
| Birth certificates (%) | 79.72 | 70.98 | 78.49 | 85.92 | ||||
| Teen Births | Age 10 to 14 (%) | 1.46 | 0.73 | 0.1473 | 1.07 | 3.28 | 0.1922 | |
| Age 15 to 19 (%) | 28.36* | 21.50* | 0.0035 | 26.69 | 36.07 | 0.1409 | ||
| Low birth weight (%) | 11.14 | 14.18 | 0.1217 | 10.00 | 16.39 | 0.1504 | ||
| Premature (%) | 11.99 | 15.27 | 0.1042 | 9.61* | 22.95* | 0.0036 | ||
| Adequate prenatal care4 (%) | 67.72 | 69.24 | 0.5949 | 67.97 | 66.67 | 0.8542 | ||
| No prenatal care4 (%) | 2.68 | 2.25 | 0.6349 | 2.49 | 3.51 | 0.6686 | ||
| Public assistance | ||||||||
| Child care subsidy before age 6 (%) | 64.10* | 57.16* | 0.0052 | 61.45* | 77.46* | 0.0102 | ||
| Cash assistance (TANF) before age 6 (%) | 66.67* | 54.66* | < 0.0001 | 64.53* | 77.46* | 0.0346 | ||
| Food stamps (SNAP) before age 6 (%) | 88.58* | 78.98* | < 0.0001 | 87.15* | 95.77* | 0.0369 | ||
| Medicaid enrollment before age 6 (%) | 90.68* | 81.68* | < 0.0001 | 89.39* | 97.18* | 0.0390 | ||
| Combined enrollment in SNAP, TANF, Daycare, Medicaid before age 6 (%) | 49.42* | 40.66* | 0.0004 | 46.65* | 63.38* | 0.0100 | ||
| Child welfare | ||||||||
| Department of Child and Family Services | Any contact (%) | 66.90* | 47.94* | < 0.0001 | 65.36 | 74.65 | 0.1288 | |
| Substantiated incident (%) | 26.34* | 13.66* | < 0.0001 | 27.09 | 22.54 | 0.4256 | ||
| Foster placement (%) | 14.92* | 6.16* | < 0.0001 | 15.64 | 11.27 | 0.3446 | ||
| Substantiated incident and foster placement (%) | 11.19* | 4.02* | < 0.0001 | 12.01 | 7.04 | 0.2250 | ||
| Environmental health—lead testing | ||||||||
| Lead test (%) | 84.85* | 77.74* | 0.0006 | 84.92 | 84.51 | 0.9300 | ||
| Confirmed elevated blood lead level (% of tested) | 45.33 | 44.87 | 0.8654 | 44.74 | 48.33 | 0.6091 | ||
| Housing: homelessness | ||||||||
| Emergency homeless shelter use (%) | 7.93* | 4.36* | 0.0008 | 8.38 | 5.63 | 0.4339 | ||
| Juvenile court | ||||||||
| Any delinquency filing (%) | 11.19* | 2.44* | < 0.0001 | 9.78* | 18.31* | 0.0372 | ||
| Filing categories5 | Violent (%) | 48.67 | 52.34 | 47.50 | 51.52 | |||
| Drug (%) | 0 | 0 | 0 | 0 | ||||
| Property (%) | 36.28 | 27.10 | 36.25 | 36.36 | ||||
| Other (%) | 15.04 | 20.56 | 16.25 | 12.12 | ||||
| Education | ||||||||
| Mother has high school degree4 (%) | 54.57* | 62.60* | 0.0043 | 55.51 | 50.00 | 0.4504 | ||
| “On Track” KRA score6 (%) | 31.54 | 35.69 | 0.1983 | 32.16 | 28.57 | 0.6492 | ||
| Repeat grade7 (% of those with a school record identified in CHILD) | 36.41* | 22.06* | < 0.0001 | 34.47 | 45.59 | 0.0834 | ||
| Chronically absent8 (%) | 50.34* | 33.20* | < 0.0001 | 47.30* | 64.15* | 0.0263 | ||
| Dual-system involvement | ||||||||
| DCFS contact and juvenile court filing | 9.32* | 1.90* | < 0.0001 | 8.10 | 15.49 | 0.0504 | ||
| DCFS substantiated incident and juvenile court filing | 4.90* | 0.86* | < 0.0001 | 5.03 | 4.23 | 0.7746 | ||
1p-value indicates significance results after chi-squared or T-test analysis between the study population and the CHILD comparison population. 2p-value indicates significance results after chi-squared or T-test analysis between youth with assault injuries and those with gunshot injuries in the study population. 3Average age is calculated as the years between birth and January 1, 2017. 4Some birth certificates have these fields missing, percentages and significance testing was done out of those with a non-missing entry. 5Percentage out of those with at least one court filing. A participant can have multiple categories if they have multiple court filings. 6Percentage out of those with a Kindergarten Readiness Assessment (KRA) score identified in CHILD. 7Percentage out of those with at least 1 year of public school data identified in CHILD. 8A student is considered chronically absent if they are absent for at least 10% of the days that they are enrolled in a school. For the study population, the denominator consists of those with a public school record in the CHILD System for the school year prior to their injury. For the comparison population, the denominator consists of those with a public school record in the CHILD System for the 2016–2017 school year. This school year was selected because all injuries in the study population occurred after July 1, 2017. *Denotes a significant difference (p < 0.05). Notes: Unless otherwise noted, engagement with the administrative systems is considered between birth and January 1, 2017
Age (years) at first engagement with selected systems of care
| Study population | CHILD comparison population | Study population: assault | Study population: gunshot | |||
|---|---|---|---|---|---|---|
| Juvenile court | 12.73 (1.61) | 12.84 (1.76) | 0.7161 | 12.49 (1.69) | 13.38 (1.19) | 0.0852 |
| Department of Child and Family Services | 3.96 (3.89) | 3.99 (3.31) | 0.9010 | 4.04 (4.16) | 3.60 (2.00) | 0.4337 |
| Foster care | 3.89 (4.18) | 3.31 (4.19) | 0.3125 | 4.16 (4.31) | 2.00 (2.51) | 0.1733 |
| Emergency homeless shelter | 8.41 (3.83) | 7.76 (4.10) | 0.2558 | 8.67 (3.99) | 7.00 (2.50) | 0.2315 |
| Child care subsidy | 1.86 (1.93) | 1.89 (1.89) | 0.7952 | 1.96 (1.96) | 1.42 (1.42) | 0.0624 |
| Cash assistance (TANF) | 1.26 (2.48) | 1.50 (2.71) | 0.1353 | 1.36 (1.36) | 0.82 (1.64) | 0.1400 |
| Food stamps (SNAP) | 0.86 (2.10)* | 1.38 (2.81)* | 0.0004 | 0.92 (2.18) | 0.57 (1.66) | 0.1987 |
| Medicaid | 0.41 (1.43)* | 0.69 (1.93)* | 0.0051 | 0.41 (0.41) | 0.43 (1.64) | 0.9261 |
1p-value indicates significance results after chi-squared or T-test analysis between the study population and the CHILD comparison population. 2p-value indicates significance results after chi-squared or T-test analysis between youth with assault injuries and those with gunshot injuries in the study population. *Denotes a significant difference (p < 0.05). Notes: Authors’ analysis of administrative records from the Child Household Integrated Longitudinal Data (CHILD) System.
Fig. 1System overlap of injured population. Note. DCFS Department of Child and Family Services