| Literature DB >> 35749116 |
Luke E Barry1, Grainne E Crealey2, Nga T Q Nguyen3, Thomas G Weiser4, Sarabeth A Spitzer5, Ciaran O'Neill1.
Abstract
Importance: Estimates of the total economic cost of firearm violence are important in drawing attention to this public health issue; however, studies that consider violence more broadly are needed to further the understanding of the extent to which such costs can be avoided.Entities:
Mesh:
Year: 2022 PMID: 35749116 PMCID: PMC9233231 DOI: 10.1001/jamanetworkopen.2022.18496
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Patient and Hospital Characteristics per Emergency Department Record According to the Mechanism Used in an Assault
| Characteristic | Mechanism of violent crime | |||
|---|---|---|---|---|
| Bodily force | Blunt object | Sharp object | Firearm | |
| Age, mean (95% CI), y | 32.5 (32.4-32.7) | 35.6 (35.3-35.8) | 33.2 (33-33.5) | 29.2 (28.8-29.6) |
| Female, % (95% CI) | 46.5 (45.9-47) | 29.3 (28.5-30.1) | 22.8 (22-23.6) | 12.5 (11.8-13.2) |
| Male, % (95% CI) | 53.55 (53.02-54.08) | 70.63 (69.91-71.53) | 77.19 (76.40-77.97) | 87.50 (86.79-88.19) |
| Age-adjusted Charlson Comorbidity Index level, mean (95% CI) | 0.36 (0.35-0.37) | 0.44 (0.42-0.46) | 0.3 (0.29-0.32) | 0.31 (0.29-0.33) |
| Insurance status, % (95% CI) | ||||
| None | 33.4 (32.3-34.5) | 38.5 (36.8-40.3) | 42.5 (40.6-44.4) | 40.9 (36.8-45.2) |
| Medicare | 7.3 (7.1-7.5) | 8.1 (7.8-8.5) | 5.2 (4.9-5.5) | 3.1 (2.8-3.5) |
| Medicaid | 39.1 (38-40.3) | 36.9 (35.2-38.6) | 35.4 (33.3-37.5) | 38.8 (34.7-43.1) |
| Private | 20.1 (19.4-20.8) | 16.5 (15.3-17.7) | 16.9 (15.9-18) | 17.2 (15.2-19.2) |
| Hospital teaching status, % (95% CI) | ||||
| Metropolitan nonteaching | 21.7 (20.1-23.4) | 18.2 (16-20.6) | 15.4 (13.5-17.5) | 9.8 (7.6-12.6) |
| Metropolitan teaching | 63.5 (61.4-65.5) | 69 (65.5-72.3) | 73.3 (70.3-76.1) | 84.1 (80.4-87.2) |
| Nonmetropolitan | 14.8 (13.7-15.9) | 12.8 (11.2-14.6) | 11.3 (9.9-12.8) | 6.1 (4.8-7.7) |
| Hospital region, % (95% CI) | ||||
| Northeast | 23.8 (21.6-26.1) | 23.8 (18-30.9) | 27.5 (22.1-33.7) | 13.6 (8.3-21.4) |
| Midwest | 24.1 (22.2-26.2) | 21.2 (18.3-24.5) | 18.8 (16.1-21.9) | 26 (17.3-37.2) |
| South | 43.5 (41.2-45.9) | 47.4 (42.5-52.3) | 46.5 (41.9-51.2) | 55.3 (45.8-64.5) |
| West | 8.6 (7.2-10.1) | 7.6 (5.9-9.6) | 7.1 (5.1-9.7) | 5.1 (2.8-9.1) |
| Hospital control, % (95% CI) | ||||
| Government or private | 57.3 (55-59.5) | 61.6 (57.3-65.7) | 64.3 (60.4-68.1) | 71.7 (65.1-77.5) |
| Government, nonfederal | 6.8 (6-7.8) | 7 (5.9-8.3) | 6.7 (5.2-8.5) | 5.7 (4-8) |
| Private, not-for-profit | 19.7 (18-21.4) | 17.4 (15.1-19.9) | 15.9 (13.7-18.4) | 15.1 (10.9-20.5) |
| Private, investor-owned | 7.6 (6.7-8.6) | 7 (5.9-8.3) | 6.3 (5.3-7.5) | 3.7 (2.8-4.9) |
| Private | 8.7 (7.4-10.1) | 7 (5.3-9) | 6.8 (5.3-8.7) | 3.8 (2.4-5.9) |
| Location of injury, % (95% CI) | ||||
| Extremities | 15.5 (15.3-15.8) | 11.2 (9.2-13.5) | 26.8 (26.1-27.5) | 41.3 (39.8-42.9) |
| Head and neck | 46.7 (46.3-47.2) | 59.6 (58.3-60.9) | 22 (21.2-22.8) | 9.9 (9.3-10.6) |
| Multiple | 18.2 (17.8-18.5) | 19.2 (17.9-20.6) | 23.2 (21.7-24.8) | 30.3 (28.5-32.1) |
| Spine and upper back | 0.3 (0.2-0.3) | 0.1 (0.1-0.1) | 0 (0-0) | 0.4 (0.3-0.5) |
| Torso | 5.7 (5.5-5.8) | 3.5 (3.3-3.7) | 15.1 (14.2-16.1) | 14.3 (13.6-15) |
| Unclassifiable | 0.6 (0.5-0.7) | 0.2 (0.2-0.2) | 0.2 (0.2-0.3) | 0.1 (0.1-0.2) |
| Unspecified | 13.1 (12.6-13.6) | 6.3 (5.8-6.8) | 12.7 (10.6-15.1) | 3.6 (3.2-4.1) |
| NEDS records, No. | ||||
| Weighted population size (2 385 241) | 1 905 053 | 206 226 | 183 695 | 90 267 |
| Sample size (554 356) | 441 845 | 48 313 | 42 919 | 21 279 |
| NIS records, weighted population size (184 040) | 88 000 | 16 765 | 33 275 | 46 000 |
| Ratio of NEDS to NIS records | 22:1 | 12:1 | 6:1 | 2:1 |
Abbreviations: NEDS, Nationwide Emergency Department Sample; NIS, National Inpatient Sample.
Nonmetropolitan hospitals were not documented as teaching vs nonteaching in the Healthcare Cost and Utilization Project data because rural teaching hospitals were rare.
Patient and Hospital Characteristics per Inpatient Record According to the Mechanism Used in an Assault
| Characteristic | Mechanism of violent crime | |||
|---|---|---|---|---|
| Bodily force | Blunt object | Sharp object | Firearm | |
| Age, mean (95% CI), y | 39.5 (39.2-39.8) | 41.1 (40.6-41.7) | 35.3 (34.9-35.6) | 29.7 (29.5-30) |
| Female, % (95% CI) | 26.1 (25.4-26.8) | 15.1 (13.9-16.3) | 13.6 (12.8-14.6) | 11 (10.4-11.7) |
| Male, % (95% CI) | 73.91 (73.18-74.63) | 84.94 (83.67-86.13) | 86.36 (85.45-87.21) | 88.97 (88.27-89.63) |
| Age-adjusted Charlson Comorbidity Index, mean (95% CI) | 1.13 (1.1-1.16) | 1.08 (1.02-1.15) | 0.58 (0.55-0.61) | 0.53 (0.51-0.56) |
| Insurance status, % (95% CI) | ||||
| None | 23.5 (22.5-24.5) | 27.9 (26-30) | 31.2 (29.5-33) | 27.9 (25.9-30) |
| Medicare | 14.4 (13.8-15) | 12 (10.9-13.1) | 6.2 (5.7-6.8) | 3 (2.7-3.4) |
| Medicaid | 44.5 (43.3-45.6) | 46.6 (44.4-48.7) | 47.6 (45.8-49.4) | 51.8 (49.6-54.1) |
| Private | 17.6 (16.9-18.3) | 13.5 (12.3-14.9) | 15 (14-15.9) | 17.2 (16.2-18.3) |
| Hospital teaching status, % (95% CI) | ||||
| Nonmetropolitan | 3.6 (3.3-4) | 2.7 (2.2-3.3) | 2.8 (2.4-3.2) | 1.3 (1-1.7) |
| Metropolitan, nonteaching | 13.6 (12.6-14.6) | 9.8 (8.6-11.2) | 9.6 (8.3-11.1) | 7 (5.4-9) |
| Metropolitan, teaching | 82.8 (81.7-83.9) | 87.5 (86-88.9) | 87.6 (86.1-89) | 91.7 (89.7-93.3) |
| Hospital region, % (95% CI) | ||||
| Northeast | 21.3 (19.7-22.9) | 18.2 (15.9-20.6) | 20.1 (17.8-22.6) | 14.3 (11.9-17.1) |
| Midwest | 16.9 (15.6-18.3) | 15.8 (13.9-17.9) | 12.2 (10.7-13.8) | 20 (16.6-24) |
| South | 35.3 (33.4-37.1) | 37.3 (34.4-40.3) | 37.4 (34.7-40.3) | 43.5 (39.4-47.6) |
| West | 26.6 (24.8-28.5) | 28.8 (26-31.6) | 30.3 (27.6-33.2) | 22.2 (19.2-25.5) |
| Hospital control, % (95% CI) | ||||
| Government, nonfederal | 19.7 (18.1-21.6) | 22.7 (20.1-25.5) | 27.7 (24.9-30.6) | 25.6 (22.4-29.1) |
| Private, not-for-profit | 69.6 (67.8-71.4) | 68.7 (65.8-71.4) | 63.1 (60.1-65.9) | 68.4 (64.8-71.8) |
| Private, investor-owned | 10.6 (9.8-11.5) | 8.7 (7.6-10) | 9.3 (8.1-10.6) | 6.1 (5.1-7.2) |
| Location of injury, % (95% CI) | ||||
| Extremities | 11.3 (10.8-11.8) | 7.3 (6.5-8.3) | 9.8 (9.1-10.6) | 27.4 (26.5-28.4) |
| Head and neck | 45.5 (44.6-46.4) | 54.4 (52.7-56) | 9.3 (8.6-10) | 7.3 (6.8-7.9) |
| Multiple | 23.6 (22.9-24.3) | 30.5 (29-32) | 47.6 (46.3-48.9) | 48 (46.9-49) |
| Spine and upper back | 0.7 (0.6-0.9) | 0.4 (0.2-0.7) | 0.1 (0.1-0.2) | 0.9 (0.7-1.1) |
| Torso | 6.3 (5.9-6.7) | 4.3 (3.7-5) | 29.6 (28.5-30.7) | 15.5 (14.7-16.2) |
| Unclassifiable | 1.6 (1.4-1.8) | 0.3 (0.2-0.6) | 0.4 (0.3-0.6) | 0.1 (0.1-0.2) |
| Unspecified | 11.1 (10.5-11.7) | 2.8 (2.3-3.4) | 3.1 (2.7-3.6) | 0.8 (0.7-1.1) |
| Race and ethnicity, % (95% CI) | ||||
| Asian or Pacific Islander | 1.9 (1.6-2.4) | 1.8 (1.3-2.5) | 1.5 (1.1-2.1) | 1.1 (0.9-1.3) |
| Black | 27.3 (26.2-28.5) | 29.4 (27.3-31.5) | 36.8 (35-38.7) | 59.8 (57.5-62) |
| Hispanic | 16.7 (15.7-17.7) | 19.3 (17.7-21.1) | 22.3 (20.7-23.9) | 17.6 (15.9-19.4) |
| American Indian | 2.4 (2-2.8) | 4.1 (3.1-5.3) | 2.4 (1.9-3.1) | 0.5 (0.4-0.7) |
| White | 47.5 (46.1-48.8) | 41.2 (39.1-43.4) | 31.8 (30.1-33.5) | 16.8 (15.6-18.1) |
| Other | 4.3 (3.9-4.8) | 4.3 (3.5-5.2) | 5.2 (4.5-6) | 4.2 (3.5-5.1) |
| NIS records, No. | ||||
| Weighted population size (184 040) | 88 000 | 16 765 | 33 275 | 46 000 |
| Sample size (36 808) | 17 600 | 3353 | 6655 | 9200 |
Abbreviation: NIS, National Inpatient Sample.
Rural hospitals were not documented as teaching vs nonteaching in the Healthcare Cost and Utilization Project data because rural teaching hospitals were rare.
Race and ethnicity are categorized according to Healthcare Cost and Utilization Project. The exact categories include other without further break down into other component categories.
Figure. Emergency Department (ED) and Inpatient (IP) Costs and Death Rates According to the Mechanism Used in an Assault
All results cover 2016 to 2018. Costs are reported in 2020 USD for total ED (A) and IP (B) costs, cost per record for ED (C) and IP (D) admissions. Death rates (E) are reported per 100 000 US residents, and hospital case fatality rates (F) are reported as the percentage of fatalities in the hospital setting relative to the total number of ED admissions. Both hospital case-fatality rates and national death rates excluded assaults involving sports equipment (International Statistical Classification of Diseases, Tenth Revision, Clinical Modification code Y08.0) because these assaults were not separable from assaults by other means (codes Y08.8 and Y08.9) in the Wide-ranging Online Data for Epidemiologic Research database. The estimate of ED records for hospital case-fatality rates excludes subsequent and sequelae admissions and in-hospital deaths but does include records in which cost and patient characteristics were missing.
Regression Analysis to Estimate the Proportionate Change in ED Assault Costsa
| Variable | Complete case, % (95% CI) | Adjusted multiple imputation, % (95% CI) | Multiple imputation relative efficiency | |
|---|---|---|---|---|
| Unadjusted | Adjusted | |||
| Weapon, baseline: firearms | ||||
| Bodily force | 0.53 (0.49-0.58) | 0.50 (0.47-0.54) | 0.52 (0.49-0.55) | >0.99 |
| Blunt objects | 0.68 (0.63-0.73) | 0.58 (0.54-0.62) | 0.59 (0.56-0.63) | >0.99 |
| Sharp objects | 0.66 (0.62-0.71) | 0.63 (0.59-0.67) | 0.65 (0.61-0.68) | >0.99 |
| Age, y | NA | 1.04 (1.03-1.04) | 1.04 (1.03-1.04) | >0.99 |
| Age squared | NA | 0.10 (0.10-0.10) | 0.10 (0.10-0.10) | >0.99 |
| Female gender | NA | 0.90 (0.89-0.91) | 0.91 (0.9-0.92) | >0.99 |
| Age-adjusted Charlson Comorbidity Index | NA | 1.05 (1.04-1.06) | 1.05 (1.04-1.06) | 0.99 |
| Hospital control, baseline: government or private | ||||
| Government, nonfederal | NA | 1.09 (0.98-1.2) | 1.07 (0.99-1.16) | >0.99 |
| Private, not-for-profit | NA | 1.05 (0.98-1.13) | 1.05 (0.98-1.11) | >0.99 |
| Private, investor-owned | NA | 0.84 (0.77-0.91) | 0.83 (0.77-0.89) | >0.99 |
| Private | NA | 1.10 (1.00-1.20) | 1.09 (1.01-1.18) | >0.99 |
| Hospital region, baseline: Northeast | ||||
| Midwest | NA | 0.92 (0.85-0.99) | 0.91 (0.84-0.98) | >0.99 |
| South | NA | 0.83 (0.76-0.91) | 0.83 (0.76-0.9) | >0.99 |
| West | NA | 0.99 (0.91-1.07) | 0.97 (0.91-1.04) | >0.99 |
| Hospital teaching status, baseline: metropolitan nonteaching | ||||
| Metropolitan teaching | NA | 1.14 (1.09-1.2) | 1.14 (1.09-1.19) | >0.99 |
| Nonmetropolitan | NA | 0.99 (0.94-1.03) | 0.99 (0.95-1.03) | >0.99 |
| Year, baseline: 2016 | ||||
| 2017 | NA | 1.08 (1.03-1.13) | 1.08 (1.03-1.12) | >0.99 |
| 2018 | NA | 1.05 (0.99-1.10) | 1.05 (0.99-1.10) | >0.99 |
| Location of injury, baseline: extremities | ||||
| Head and neck | NA | 1.59 (1.56-1.62) | 1.59 (1.56-1.61) | >0.99 |
| Multiple | NA | 1.95 (1.91-1.99) | 1.94 (1.90-1.97) | >0.99 |
| Spine and upper back | NA | 1.59 (1.50-1.69) | 1.57 (1.48-1.68) | >0.99 |
| Torso | NA | 1.28 (1.25-1.30) | 1.27 (1.25-1.29) | >0.99 |
| Unclassifiable | NA | 1.40 (1.33-1.48) | 1.39 (1.32-1.46) | 0.98 |
| Unspecified | NA | 1.11 (1.09-1.13) | 1.11 (1.09-1.13) | 0.98 |
| Insurance, baseline: no insurance | ||||
| Medicare | NA | 0.99 (0.96-1.01) | 0.99 (0.96-1.01) | >0.99 |
| Medicaid | NA | 1.00 (0.97-1.04) | 1.00 (0.97-1.03) | >0.99 |
| Private | NA | 0.99 (0.97-1.01) | 0.99 (0.97-1.01) | >0.99 |
| Intercept | 826.67 (753.25-907.25) | 304.45 (272.03-340.72) | 299.61 (271.19-331.01) | >0.99 |
| Population size, No. | 2 385 241 | 2 385 241 | 2 805 716 | NA |
| Sample size, No. | 554 356 | 554 356 | 664 175 | NA |
Abbreviations: ED, emergency department; NA, not applicable.
aThe relative efficiency of each variable after 5 imputations is presented. The relative efficiency for all variables is approximately 0.93 or higher, suggesting that 5 imputations were sufficient. Estimates of proportionate changes in costs for assault types vs firearms have been rescaled in the Results section to show the proportionate change in costs for a firearm vs each nonfirearm assault using the following formula ([(1/[coefficient]) – 1] × 100). For example, blunt object assault costs are 58% of firearm assault costs, which equates to firearm assaults being 73% ([(1/0.58) – 1] × 100) higher than a blunt object assault.
Regression Analysis to Estimate the Proportionate Change in Inpatient Assault Costs
| Variable | Complete case, % (95% CI) | |
|---|---|---|
| Unadjusted | Adjusted | |
| Weapon, baseline: firearms | ||
| Bodily force | 0.45 (0.43-0.46) | 0.46 (0.45-0.47) |
| Blunt objects | 0.54 (0.52-0.56) | 0.51 (0.49-0.53) |
| Sharp objects | 0.62 (0.61-0.65) | 0.60 (0.58-0.62) |
| Age, y | NA | 1.01 (1.01-1.02) |
| Age squared | NA | 0.99 (0.99-0.99) |
| Female gender | NA | 0.88 (0.86-0.90) |
| Age-adjusted Charlson Comorbidity Index | NA | 1.12 (1.11-1.13) |
| Hospital control, baseline: government, nonfederal | ||
| Private, not-for-profit | NA | 0.95 (0.90-1.01) |
| Private, investor-owned | NA | 0.77 (0.72-0.82) |
| Hospital region, baseline: Northeast | ||
| Midwest | NA | 0.99 (0.93-1.04) |
| South | NA | 1.07 (1.01-1.13) |
| West | NA | 1.40 (1.31-1.50) |
| Hospital teaching status, baseline: metropolitan nonteaching | ||
| Metropolitan teaching | NA | 1.12 (1.05-1.20) |
| Nonmetropolitan | NA | 1.23 (1.17-1.30) |
| Year, baseline: 2016 | ||
| 2017 | NA | 1.01 (0.96-1.06) |
| 2018 | NA | 1.01 (0.96-1.05) |
| Location of injury, baseline: extremities | ||
| Head and neck | NA | 1.23 (1.20-1.27) |
| Multiple | NA | 1.56 (1.52-1.61) |
| Spine and upper back | NA | 1.35 (1.19-1.54) |
| Torso | NA | 1.21 (1.17-1.26) |
| Unclassifiable | NA | 1.00 (0.90-1.11) |
| Unspecified | NA | 0.90 (0.87-0.94) |
| Insurance, baseline: no insurance | ||
| Medicare | NA | 1.04 (1.00-1.08) |
| Medicaid | NA | 1.11 (1.08-1.14) |
| Private | NA | 1.08 (1.05-1.11) |
| Race and ethnicity, baseline: Whiteb | ||
| Asian or Pacific Islander | NA | 1.12 (1.04-1.21) |
| Black | NA | 1.02 (1.00-1.05) |
| Hispanic | NA | 1.04 (1.00-1.07) |
| American Indian | NA | 0.98 (0.90-1.07) |
| Other | NA | 1.04 (0.99-1.10) |
| Intercept | 20 917.64 (20 353.39-21 497.52) | 8394.91 (7481.46-9419.90) |
| Population size, No. | 184 040 | 184 040 |
| Sample size, No. | 36 808 | 36 808 |
Abbreviation: NA, not applicable.
Estimates of proportionate changes in costs for assault types vs firearms have been rescaled in the Results section to show the proportionate change in costs for a firearm vs each nonfirearm assault using the following formula ([(1/[coefficient]) – 1] × 100). For example, blunt object assault costs are 51% of firearm assault costs, which equates to firearm assaults being 97% ([(1/0.51) – 1] × 100) higher than a blunt object assault.
Race and ethnicity are categorized according to Healthcare Cost and Utilization Project. The exact categories include other without further break down into other component categories.