| Literature DB >> 35769821 |
Yuni Tang1, Toni Marie Rudisill1, Ruchi Bhandari1.
Abstract
Background: Rollover crashes cause more injuries and fatalities than other types of motor vehicle crashes. West Virginia (WV) has high rates of drug overdose deaths and motor vehicle crash fatality. However, no studies have investigated risk factors associated with fatal rollover crashes in WV. Purpose: The objective of this study is to evaluate whether drug use and other risk factors are associated with fatal rollover crash fatalities in WV.Entities:
Keywords: Appalachia; Fatality Analysis Reporting System (FARS); motor vehicle crashes; multivariable logistic regression; public health; rollover crashes
Year: 2021 PMID: 35769821 PMCID: PMC9183791 DOI: 10.13023/jah.0304.05
Source DB: PubMed Journal: J Appalach Health ISSN: 2641-7804
Figure 1Flow chart of study population based on the Fatality Analysis Reporting System (FARS), 2001–2018
List of variables included in statistical analyses
| Variables | Description | FARS codes |
|---|---|---|
|
| Rollover crashes | ROLLOVER |
| Nonrollover crashes | ||
|
| ||
| Driver characteristics | Age | AGE |
| Gender | SEX | |
| BAC | ALC_RES | |
| Restraint use | REST_USE | |
| Drug test result | DRUGES1, DRUGRES2, DRUGES3(2001–2017) DUGRES (2018) | |
| DWI | PREV_DWI | |
| Speeding convictions | PREV_SPD | |
| Previous recorded convictions | PREV_ACC | |
| Environmental characteristics | Speed limit | SP_LIMIT (2001–2009) |
| Land use | ROAD_FNC (2001–2014) | |
| Day of week | DAY_WEEK and HOUR | |
| Time of day | HOUR | |
| Year group | YEAR | |
| Roadway alignment | ALIGNMNT (2001–2009) | |
| Roadway grade | PROFILE (2001–2009) | |
| Roadway surface type | PAVE_TYP (2001–2009) | |
| Adverse weather | WEATHER | |
| Vehicle characteristics | Vehicle type | BODY_TYP |
| Number of vehicle crash | VE_FORMS | |
| Airbag deployed | AIR_BAG | |
| Vehicle age | “YEAR - MOD_YEAR ” |
Abbreviations: Blood Alcohol Concentration; Driving While Impaired.
Defined as airbag deployed from front (steering wheel, dashboard), side (door, seat, canopy), other direction (knee, air belt), multiple directions, and unknown direction.
Vehicle age is used for sensitivity analysis and defined as “Year of crash – Model year”
Characteristics of Fatal Rollover Crashes in WV, 2001–2018*
| Variables | Rollover 880 (36.4%) | Nonrollover 1538 (63.6%) | Total 2418 (100%) | p-value |
|---|---|---|---|---|
|
| ||||
|
|
| |||
| 16–24 | 206 (23.4%) | 311 (20.2%) | 517 (21.4%) | |
| 25–44 | 341 (38.8%) | 528 (34.3%) | 869 (35.9%) | |
| ≥45 | 333 (37.8%) | 699 (45.5%) | 1032 (42.7%) | |
|
|
| |||
| Male | 666 (75.7%) | 1052 (68.4%) | 1718 (71.1%) | |
| Female | 214 (24.3%) | 486 (31.6%) | 700 (29.0%) | |
|
|
| |||
| 0.00 | 472 (53.6%) | 1135 (73.8%) | 1607 (66.5%) | |
| 0.01–0.07 | 32 (3.6%) | 48 (3.1%) | 80 (3.3%) | |
| ≥0.08 | 374 (42.5%) | 351 (22.8%) | 725 (30.0%) | |
| Missing | 2 | 4 | 6 | |
|
|
| |||
| Belted | 202 (23.0%) | 571 (37.1%) | 773 (32.0%) | |
| Not belted | 611 (69.4%) | 794 (51.6%) | 1405 (58.1%) | |
| Unknown | 67 | 173 | 240 | |
|
|
| |||
| Positive | 336 (38.2%) | 517 (33.6%) | 853 (35.3%) | |
| Negative | 544 (61.8%) | 1021 (66.4%) | 1565 (64.7%) | |
|
| ||||
| Yes | 37 (4.2%) | 57 (3.7%) | 94 (3.9%) | |
| No | 834 (94.8%) | 1460 (94.9%) | 2294 (94.9%) | |
| Missing | 9 | 21 | 30 | |
|
|
| |||
| Yes | 137 (15.6%) | 234 (15.2%) | 371 (15.3%) | |
| No | 734 (83.4%) | 1283 (83.4%) | 2017 (83.4%) | |
| Missing | 9 | 21 | 30 | |
|
|
| |||
| Yes | 73 (8.3%) | 139 (9.0%) | 212 (8.8%) | |
| No | 797 (90.6%) | 1377 (89.5%) | 2174 (89.9%) | |
| Missing | 10 | 22 | 32 | |
|
| ||||
|
|
| |||
| 30 or less | 58 (6.6%) | 110 (7.2%) | 168 (7.0%) | |
| 35 to 55 | 566 (64.3%) | 1106 (71.9%) | 1672 (69.2%) | |
| 60 or more | 227 (25.8%) | 286 (18.6%) | 513 (21.2%) | |
| Missing | 29 | 36 | 65 | |
|
|
| |||
| Rural | 722 (82.1%) | 1178 (76.6%) | 1900 (78.6%) | |
| Urban | 155 (17.6%) | 360 (23.4%) | 515 (21.3%) | |
| Missing | 3 | 0 | 3 | |
|
|
| |||
| Weekdays | 517 (58.8%) | 1039 (67.6%) | 1556 (64.4%) | |
| Weekends | 363 (41.3%) | 499 (32.4%) | 862 (35.7%) | |
|
|
| |||
| Daytime | 389 (44.2%) | 917 (59.6%) | 1306 (54.0%) | |
| Nighttime | 491 (55.8%) | 621 (40.4%) | 1112 (46.0%) | |
|
|
| |||
| 2001–2006 | 324 (36.8%) | 579 (37.7%) | 903 (37.3%) | |
| 2007–2012 | 313 (35.6%) | 517 (33.6%) | 830 (34.3%) | |
| 2013–2018 | 243 (27.6%) | 442 (28.7%) | 685 (28.3%) | |
|
|
| |||
| Straight | 429 (48.8%) | 899 (58.5%) | 1328 (54.9%) | |
| Curve | 449 (51.0%) | 636 (41.4%) | 1085 (44.9%) | |
| Missing | 2 | 3 | 5 | |
|
|
| |||
| Level | 489 (55.7%) | 924 (60.1%) | 1413 (58.4%) | |
| Grade | 389 (44.2%) | 610 (39.7%) | 999 (41.3%) | |
| Missing | 2 | 4 | 6 | |
|
|
| |||
| Blacktop/bituminous/asphalt | 808 (91.8%) | 1443 (93.8%) | 2251 (93.1%) | |
| Others | 71 (8.1%) | 91 (5.9%) | 162 (6.7%) | |
| Missing | 1 | 4 | 5 | |
|
|
| |||
| Yes | 162 (18.4%) | 321 (20.9%) | 483 (20.0%) | |
| No | 717 (81.5%) | 1216 (79.1%) | 1933 (79.9%) | |
| Missing | 1 | 1 | 2 | |
|
| ||||
|
|
| |||
| Passenger cars | 353 (40.1%) | 958 (62.3%) | 1311 (54.2%) | |
| Utility Vehicle | 231 (26.3%) | 191 (12.4%) | 422 (17.5%) | |
| Pickups | 262 (29.9%) | 325 (21.1%) | 587 (24.3%) | |
| Vans | 30 (3.4%) | 64 (4.2%) | 94 (3.9%) | |
| Missing | 4 | 0 | 4 | |
|
|
| |||
| Single vehicle | 770 (87.5%) | 601 (39.1%) | 1371 (56.7%) | |
| More than one vehicle | 110 (12.5%) | 937 (60.9%) | 1047 (43.3%) | |
|
|
| |||
| Yes | 343 (39.0%) | 916 (59.6%) | 1259 (52.1%) | |
| No | 348 (39.6%) | 244 (15.9%) | 592 (24.5%) | |
| Unknown | 189 | 378 | 567 | |
|
|
| |||
| ≤ 10 years | 483 (54.9%) | 837 (54.4%) | 1320 (54.6%) | |
| > 10 years | 396 (45.0%) | 700 (45.5%) | 1096 (45.3%) | |
| Missing | 1 | 1 | 2 |
Descriptive analysis used to compare rollover vs. nonrollover fatality counts and percentages. Missing values are not represented in the percentages.
P-value for Chi-square test statistic was applied to binary variables. Cochran-Armitage trend test was applied to ordinal variables. Variables with p-value <0.20 in bold are selected for multivariable analysis.
Abbreviation: Driving While Impaired
Includes “unknown,” “not reported,” and “no statutory speed limit,”
Includes “Concrete,” “Brick/block,” “Slag, gravel, or stone,” “Dirt,” “Other” roadway surface type
Not available airbag deployed information.
Adjusted Odds Ratios for Associations Between Risk Factors and Rollover Crashes*
| Variables | Adjusted ORs and 95% CIs | |
|---|---|---|
| Model 1 (N= 2173) | Model 2 (N=1634) | |
|
| ||
|
| ||
| 16–24 | 1.17 (0.92, 1.49) | 1.37 (0.97, 1.91) |
| 25–44 | 1 | 1 |
| ≥45 | 0.93 (0.76, 1.15) | 0.80 (0.60, 1.07) |
|
| ||
| Male | 1.18 (0.96, 1.46) | 0.98 (0.73, 1.30) |
| Female | 1 | 1 |
|
| ||
| 0.00 | 1 | 1 |
| 0.01–0.07 | 1.32 (0.80, 2.18) | 0.65 (0.32, 1.31) |
| ≥0.08 |
|
|
|
| ||
| Belted | 1 | 1 |
| Not belted |
| 1.22 (0.93, 1.61) |
|
| ||
| Positive | 1.20 (0.99, 1.45) | 1.13 (0.87, 1.46) |
| Negative | 1 | 1 |
|
| ||
|
| ||
| 30 or less | 1 | |
| 35 to 55 | 1.43 (0.91, 2.26) | |
| 60 or more |
| |
|
| ||
| Rural |
| |
| Urban | 1 | |
|
| ||
| Weekdays | 1 | |
| Weekends | 0.90 (0.69, 1.17) | |
|
| ||
| Daytime | 1 | |
| Nighttime | 1.21 (0.91, 1.60) | |
|
| ||
| Straight | 1 | |
| Curve | 1.16 (0.90, 1.60) | |
|
| ||
| Level | 1 | |
| Grade | 1.18 (0.92, 1.49) | |
|
| ||
| Blacktop/bituminous/asphalt | 1 | |
| Others | 1.18 (0.92, 1.52) | |
|
| ||
| Yes | 0.96 (0.71, 1.31) | |
| No | 1 | |
|
| ||
|
| ||
| Passenger cars | 1 | |
| Utility vehicle |
| |
| Pickups |
| |
| Vans | 1.45 (0.79, 2.67) | |
|
| ||
| Single-vehicle crash |
| |
| More than one vehicle | 1 | |
|
| ||
| Yes | 1 | |
| No |
| |
Significant ORs (95% CIs) are highlighted as they have a p-value <0.05 and OR does not include 1.
Model 1 includes all driver characteristics (age group, gender, blood alcohol concentration, restraint use, and known drug test result). Model 2 includes all driver, environmental, and vehicle characteristics variables.