| Literature DB >> 34524243 |
Jeongyoung Park1, Marsha Regenstein2, Nicholas Chong2, Chinelo L Onyilofor3.
Abstract
BACKGROUND: Until 2016, community health centers (CHCs) reported community health workers (CHWs) as part of their overall enabling services workforce, making analyses of CHW use over time infeasible in the annual Uniform Data System (UDS).Entities:
Mesh:
Year: 2021 PMID: 34524243 PMCID: PMC8428847 DOI: 10.1097/MLR.0000000000001607
Source DB: PubMed Journal: Med Care ISSN: 0025-7079 Impact factor: 3.178
FIGURE 1Use of CHWs in CHCs, 2016–2018. The percentages of CHCs with any CHW FTEs are shown for years 2016, 2017, and 2018 in bar. Among the percentages of CHCs with any CHW FTEs, the actual CHW FTEs are shown in line. CHC indicates community health center; CHW, community health worker; FTE, full-time equivalent.
Mean Characteristics of CHCs in the Study, 2016–2018
| Mean (SD) | |||
|---|---|---|---|
| Characteristics | CHCs With Any CHW | CHCs With No CHW |
|
| Patient profile | |||
| Race/ethnicity | |||
| % White non-Hispanic | 34.64 (28.17) | 43.69 (30.60) | <0.001 |
| % Black non-Hispanic | 20.95 (24.92) | 18.17 (22.62) | 0.001 |
| % Hispanic | 30.11 (27.82) | 25.62 (26.70) | <0.001 |
| Insurance type | |||
| % No insurance | 24.66 (18.30) | 25.51 (18.29) | 0.201 |
| % Medicaid | 46.84 (19.06) | 42.63 (19.37) | <0.001 |
| % Dually eligible | 4.03 (2.93) | 3.77 (2.79) | 0.014 |
| % Medicare | 9.77 (6.46) | 10.89 (7.29) | <0.001 |
| % Private insurance | 17.62 (12.18) | 20.30 (12.99) | <0.001 |
| % Female | 30.66 (21.08) | 33.13 (22.62) | 0.002 |
| % Limited English proficiency | 23.10 (24.24) | 17.57 (22.12) | <0.001 |
| Special population | |||
| % HIV diagnosis | 7.37 (9.43) | 5.04 (8.25) | <0.001 |
| % Substance use disorder | 3.09 (5.26) | 2.25 (4.05) | <0.001 |
| CHC profile | |||
| Total visits (in 1000) | 109 (136) | 71 (102) | <0.001 |
| Grants over total revenue | |||
| % BPHC grants | 61.01 (23.61) | 70.59 (22.84) | <0.001 |
| % Foundation/private grants | 9.98 (11.37) | 6.76 (10.57) | <0.001 |
| Rural | 0.30 (0.46) | 0.49 (0.50) | <0.001 |
| State with DSRIP program approved | 0.37 (0.48) | 0.31 (0.46) | <0.001 |
| Year | |||
| 2016 | 274 (20.04) | 1093 (79.96) | |
| 2017 | 334 (24.33) | 1039 (75.67) | |
| 2018 | 386 (28.34) | 976 (71.66) | |
BPHC indicates Bureau of Primary Health Care; CHC, community health center; CHW, community health worker; DSRIP, Delivery System Reform Incentive Payment; HIV, human immunodeficiency virus.
P-value based on t test.
Factors Associated With the Use of CHWs in CHCs: A Two-Part Model
| Part I: Logistic Regression (N=4102) | Part II: Linear Regression Conditional on Any CHW (N=994) | Combined Expected Values (N=4102) | ||||
|---|---|---|---|---|---|---|
| Characteristics | OR (95% CI) |
| β (SE) |
| AME (SE) |
|
| Patient profile | ||||||
| % White non-Hispanic | 0.998 (0.993, 1.004) | 0.540 | −0.018 (0.009) | 0.054 | −0.005 (0.003) | 0.054 |
| % Medicaid | 1.001 (0.994, 1.007) | 0.874 | 0.004 (0.011) | 0.739 | 0.001 (0.003) | 0.716 |
| % Female | 0.994 (0.990, 0.999) | 0.015 | −0.021 (0.009) | 0.020 | −0.008 (0.003) | 0.001 |
| % Limited English proficiency | 1.006 (0.999, 1.012) | 0.086 | 0.006 (0.010) | 0.553 | 0.004 (0.003) | 0.146 |
| % HIV diagnosis | 1.006 (0.993, 1.018) | 0.364 | 0.021 (0.021) | 0.310 | 0.008 (0.006) | 0.179 |
| % Substance use disorder | 1.031 (1.009, 1.053) | 0.006 | 0.020 (0.029) | 0.493 | 0.021 (0.009) | 0.025 |
| CHC profile | ||||||
| Total visits (in 1000) | 1.002 (1.000, 1.003) | 0.027 | 0.010 (0.003) | 0.002 | 0.003 (0.001) | <0.001 |
| % BPHC grants | 0.992 (0.987, 0.998) | 0.006 | −0.012 (0.010) | 0.209 | −0.007 (0.003) | 0.012 |
| % Foundation/private grants | 1.011 (1.000, 1.021) | 0.041 | 0.028 (0.019) | 0.155 | 0.012 (0.005) | 0.026 |
| Rural | 0.695 (0.521, 0.925) | 0.013 | 1.665 (0.608) | 0.006 | 0.212 (0.162) | 0.192 |
| State with DSRIP program approved | 0.858 (0.652, 1.127) | 0.270 | −0.324 (0.430) | 0.452 | −0.159 (0.128) | 0.213 |
| Year | ||||||
| 2017 | 1.370 (1.217, 1.541) | <0.001 | 0.394 (0.192) | 0.041 | 0.239 (0.052) | <0.001 |
| 2018 | 1.737 (1.500, 2.012) | <0.001 | 0.462 (0.259) | 0.075 | 0.395 (0.074) | <0.001 |
In the first part, a logistic regression model predicted whether CHCs used any CHW using the entire sample (4102 CHC-year observations); in the second part, an ordinary least squares model predicted CHW FTEs, conditional on any CHW, for the subsample with positive values (994 CHC-year observations). Combining the 2 parts, the marginal effects using the entire sample (4102 CHC-year observations) were calculated. Robust SEs were used to account for nonindependence of observations from the same facility in the first and second parts. To test the significance of marginal effects for the combined model, the delta-method for approximating the SEs of the average marginal effects was used.
AME indicates average marginal effect; BPHC, Bureau of Primary Health Care; CHC, community health center; CHW, community health worker; CI, confidence interval; DSRIP, Delivery System Reform Incentive Payment; HIV, human immunodeficiency virus; OR, odds ratio.
Use of Other Enabling Services Staff in CHCs, 2013–2018
| CHCs With Any CHW (Since 2016) | CHCs With No CHW (Since 2016) | |||
|---|---|---|---|---|
| Mean (SD) | 19.25 (24.70) | 11.73 (17.56) | ||
| Year | FTEs | Percent Change | FTEs | Percent Change |
| 2013 | 17.66 | 9.79 | ||
| 2014 | 18.72 | 5.98 | 11.09 | 13.25 |
| 2015 | 19.01 | 1.54 | 11.25 | 1.43 |
| 2016 | 19.14 | 0.69 | 12.09 | 7.49 |
| 2017 | 19.91 | 4.03 | 12.70 | 5.01 |
| 2018 | 20.79 | 4.43 | 13.23 | 4.14 |
Personnel performing other enabling service activities include case managers, patient/community education specialists, outreach workers, transportation staff, eligibility assistance workers, and interpretation staff. The first row reports the summary statistics (mean and SD) of other enabling services staff FTEs using data from 2013 to 2018. The first column on each panel reports the predicted values of other enabling services staff FTEs over time from the difference-in-differences regression results; and the second column on each panel reports the percent changes. The regression controls for CHC fixed effects, year fixed effects, and the following time-varying control variables: patient characteristics (% White non-Hispanic, % Medicaid, % female, % limited English proficiency, % human immunodeficiency virus diagnosis, and % substance use disorder), CHC characteristics (total visits, % BPHC grants over total revenue, % Foundation/private grants over total revenue, rural location, and whether or not located in a state with DSRIP program approved). Detailed regression results are available in Supplemental Digital Content 1 (http://links.lww.com/MLR/C300).
BPHC indicates Bureau of Primary Health Care; CHC, community health center; CHW, community health worker; DSRIP, Delivery System Reform Incentive Payment; FTE, full-time equivalent.