PTH TBI
Ali Roghani (TORCH)
8/25/2021
How I made TBI
## TBI crash fall fight blast
## 1 No TBI No No No No
## 2 TBI Yes Yes Yes Yes
## 3 TBI No Yes No No
## 4 No TBI No No No No
## 5 No TBI No No No No
## 6 No TBI No No No No
## 7 No TBI No No No No
## 8 TBI Yes Yes Yes Yes
## 9 No TBI No No No No
## 10 TBI Yes Yes No No
## 11 No TBI No No No No
## 12 TBI Yes No No No
## 13 TBI Yes Yes No No
## 14 TBI No No No Yes
## 15 TBI No Yes Yes No
## 16 TBI Yes Yes Yes Yes
## 17 No TBI No No No No
## 18 TBI No Yes Yes No
## 19 No TBI No No No No
## 20 TBI Yes Yes Yes Yes
## 21 TBI Yes Yes Yes Yes
## 22 TBI Yes Yes Yes Yes
## 23 TBI Yes Yes Yes Yes
## 24 No TBI No No No No
## 25 TBI No Yes Yes Yes
## 26 TBI No Yes No No
## 27 No TBI No No No No
## 28 TBI Yes No No No
## 29 TBI Yes Yes Yes Yes
## 30 TBI No Yes No No#Plot TBI severity
## Warning: `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> =
## "none")` instead.
## Warning: `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> =
## "none")` instead.
TBI numbers
## TBI fall_times_num crash_times_num fight_times_num TBInumbers
## 1 No TBI NA NA NA 0
## 2 TBI 2 3 6 11
## 3 TBI 1 NA NA 1
## 4 No TBI NA NA NA 0
## 5 No TBI NA NA NA 0
## 6 No TBI NA NA NA 0
## 7 No TBI NA NA NA 0
## 8 TBI 4 4 4 12
## 9 No TBI NA NA NA 0
## 10 TBI 5 1 NA 6
## 11 No TBI NA NA NA 0
## 12 TBI NA 1 NA 1
## 13 TBI 1 1 NA 2
## 14 TBI NA NA NA 0
## 15 TBI 1 NA 1 2
## 16 TBI 2 2 2 6
## 17 No TBI NA NA NA 0
## 18 TBI 2 NA 9 11
## 19 No TBI NA NA NA 0
## 20 TBI 1 2 4 7
## 21 TBI 1 3 2 6
## 22 TBI 2 2 2 6
## 23 TBI 3 2 1 6
## 24 No TBI NA NA NA 0
## 25 TBI 2 NA 2 4
## 26 TBI 1 NA NA 1
## 27 No TBI NA NA NA 0
## 28 TBI NA 3 NA 3
## 29 TBI 1 3 1 5
## 30 TBI 1 NA NA 1
## 31 No TBI NA NA NA 0
## 32 TBI 2 2 NA 4
## 33 TBI 1 1 NA 2
## 34 No TBI NA NA NA 0
## 35 TBI 3 NA NA 3
## 36 TBI NA 1 1 2
## 37 No TBI NA NA NA 0
## 38 No TBI NA NA NA 0
## 39 TBI 1 NA NA 1
## 40 No TBI NA NA NA 0
## 41 No TBI NA NA NA 0
## 42 TBI 1 1 1 3
## 43 No TBI NA NA NA 0
## 44 TBI 1 2 3 6
## 45 TBI 1 1 NA 2
## 46 TBI 1 NA NA 1
## 47 TBI 3 1 1 5
## 48 TBI 1 NA NA 1
## 49 TBI 1 1 NA 2
## 50 No TBI NA NA NA 0experienced multiple repeated blows or impacts to your head
## physical_abuse playing_sports other_injury military_exposures Blows
## 1 No No No No No
## 2 Yes Yes Yes No Yes
## 3 No No No No No
## 4 No No No No No
## 5 No No No No No
## 6 No Yes Yes No Yes
## 7 No No No No No
## 8 No No No No No
## 9 No No No No No
## 10 Yes No No No Yes
## 11 No No No No No
## 12 No No No No No
## 13 No No No No No
## 14 Yes No Yes Yes Yes
## 15 Yes Yes No No Yes
## 16 Yes No No Yes Yes
## 17 No Yes No No Yes
## 18 No Yes Yes No Yes
## 19 No No No No No
## 20 Yes Yes Yes No Yes
## 21 Yes Yes Yes Yes Yes
## 22 Yes Yes No Yes Yes
## 23 No No No No No
## 24 No No No No No
## 25 Yes Yes Yes No Yes
## 26 No Yes No No Yes
## 27 No No No No No
## 28 No Yes No No Yes
## 29 Yes Yes No No Yes
## 30 No No No No NoInterpreting Findings
## TBI_severity Worst first_unconsciousness_age First
## 1 No TBI No 0Not Answer No
## 2 Mild with LOC from 5 to 30 minutes No 63 No
## 3 Dazed No 0Not Answer No
## 4 No TBI No 0Not Answer No
## 5 No TBI No 0Not Answer No
## 6 No TBI No 0Not Answer No
## 7 No TBI No 0Not Answer No
## 8 Mild with LOC from 5 to 30 minutes No 18 No
## 9 No TBI No 0Not Answer No
## 10 Mild TBI without LOC No 0Not Answer No
## 11 No TBI No 0Not Answer No
## 12 Mild TBI without LOC No 0Not Answer No
## 13 Mild TBI without LOC No 0Not Answer No
## 14 severe [LOC24h] Yes 21 No
## 15 Mild TBI without LOC No 0Not Answer No
## 16 Mild with LOC<5 minutes No 25 No
## 17 No TBI No 0Not Answer No
## 18 Mild with LOC from 5 to 30 minutes No 55 No
## 19 No TBI No 0Not Answer No
## 20 Mild with LOC from 5 to 30 minutes No 64 No
## 21 Mild with LOC from 5 to 30 minutes No 100 No
## 22 Mild with LOC from 5 to 30 minutes No 86 No
## 23 Mild with LOC<5 minutes No 46 No
## 24 No TBI No 0Not Answer No
## 25 Moderate [LOC from\n30min to 24h] Yes 9 Yes
## 26 Mild TBI without LOC No 0Not Answer No
## 27 No TBI No 0Not Answer No
## 28 Mild TBI without LOC No 0Not Answer No
## 29 Moderate [LOC from\n30min to 24h] Yes 21 No
## 30 Mild TBI without LOC No 0Not Answer No## unconsciousness_drug unconsciousness_choked Other_TBI
## 1 No No No
## 2 Yes Yes Yes
## 3 No No No
## 4 No No No
## 5 No No No
## 6 No No No
## 7 No No No
## 8 No No No
## 9 No No No
## 10 No No No
## 11 No No No
## 12 No No No
## 13 No No No
## 14 No No No
## 15 No No No
## 16 Yes No Yes
## 17 No No No
## 18 No No No
## 19 No No No
## 20 No No No
## 21 Yes Yes Yes
## 22 Yes Yes Yes
## 23 Yes Yes Yes
## 24 No No No
## 25 No No No
## 26 No No No
## 27 No No No
## 28 No No No
## 29 Yes No Yes
## 30 No No NoHospitalization
## carsh_treatment fall_treatment fight_treatment blast_treatment
## 1 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 2 Yes Yes Yes Yes
## 3 0Not Answer Yes 0Not Answer 0Not Answer
## 4 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 5 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 6 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 7 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 8 Yes Yes Yes Yes
## 9 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 10 Yes No 0Not Answer 0Not Answer
## 11 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 12 No 0Not Answer 0Not Answer 0Not Answer
## 13 Yes No 0Not Answer 0Not Answer
## 14 0Not Answer 0Not Answer 0Not Answer Yes
## 15 0Not Answer Yes Yes 0Not Answer
## 16 Yes Yes Yes Yes
## 17 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 18 0Not Answer Yes No 0Not Answer
## 19 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 20 Yes Yes Yes Yes
## 21 Yes Yes Yes Yes
## 22 No No No Yes
## 23 Yes Yes Yes Yes
## 24 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 25 0Not Answer Yes Yes Yes
## 26 0Not Answer No 0Not Answer 0Not Answer
## 27 0Not Answer 0Not Answer 0Not Answer 0Not Answer
## 28 Yes 0Not Answer 0Not Answer 0Not Answer
## 29 Yes Yes Yes Yes
## 30 0Not Answer No 0Not Answer 0Not Answer
## Hospitalizatied
## 1 No
## 2 Yes
## 3 Yes
## 4 No
## 5 No
## 6 No
## 7 No
## 8 Yes
## 9 No
## 10 Yes
## 11 No
## 12 No
## 13 Yes
## 14 Yes
## 15 Yes
## 16 Yes
## 17 No
## 18 Yes
## 19 No
## 20 Yes
## 21 Yes
## 22 Yes
## 23 Yes
## 24 No
## 25 Yes
## 26 No
## 27 No
## 28 Yes
## 29 Yes
## 30 NoPlots
Stratified by TBI status
| No TBI (N=319) |
TBI (N=685) |
Overall (N=1004) |
|
|---|---|---|---|
| Age (y) | |||
| 18-24 | 20 (6.3%) | 40 (5.8%) | 60 (6.0%) |
| 25-34 | 62 (19.4%) | 157 (22.9%) | 219 (21.8%) |
| 35-44 | 58 (18.2%) | 195 (28.5%) | 253 (25.2%) |
| 45-54 | 50 (15.7%) | 77 (11.2%) | 127 (12.6%) |
| 55-64 | 52 (16.3%) | 64 (9.3%) | 116 (11.6%) |
| 65+ | 77 (24.1%) | 152 (22.2%) | 229 (22.8%) |
| Race | |||
| Black | 39 (12.2%) | 77 (11.2%) | 116 (11.6%) |
| Hispanic | 16 (5.0%) | 64 (9.3%) | 80 (8.0%) |
| Mixed | 24 (7.5%) | 34 (5.0%) | 58 (5.8%) |
| White | 240 (75.2%) | 510 (74.5%) | 750 (74.7%) |
| Education | |||
| High School | 84 (26.3%) | 152 (22.2%) | 236 (23.5%) |
| Less than High School | 24 (7.5%) | 49 (7.2%) | 73 (7.3%) |
| More than College | 108 (33.9%) | 205 (29.9%) | 313 (31.2%) |
| Some College | 103 (32.3%) | 279 (40.7%) | 382 (38.0%) |
| HIT | |||
| Mean (SD) | 57.1 (9.54) | 61.1 (8.81) | 59.8 (9.23) |
| Median [Min, Max] | 58.0 [36.0, 78.0] | 61.0 [36.0, 78.0] | 60.0 [36.0, 78.0] |
| Headache Severity | |||
| Mean (SD) | 5.06 (2.54) | 5.80 (2.41) | 5.56 (2.47) |
| Median [Min, Max] | 5.00 [0, 10.0] | 6.00 [0, 10.0] | 6.00 [0, 10.0] |
| Sex | |||
| Female | 210 (65.8%) | 282 (41.2%) | 492 (49.0%) |
| Male | 109 (34.2%) | 403 (58.8%) | 512 (51.0%) |
| PHQ_2 | |||
| No Depression | 218 (68.3%) | 343 (50.1%) | 561 (55.9%) |
| Depression | 101 (31.7%) | 342 (49.9%) | 443 (44.1%) |
| Cognetive | |||
| Mean (SD) | 0.943 (1.04) | 1.51 (1.13) | 1.33 (1.13) |
| Median [Min, Max] | 0.500 [0, 4.00] | 1.50 [0, 4.00] | 1.25 [0, 4.00] |
| Vestibular | |||
| Mean (SD) | 0.905 (1.00) | 1.49 (1.11) | 1.30 (1.11) |
| Median [Min, Max] | 0.667 [0, 4.00] | 1.33 [0, 4.00] | 1.00 [0, 4.00] |
| Alcohol | |||
| Heavy | 55 (17.2%) | 183 (26.7%) | 238 (23.7%) |
| Moderate | 128 (40.1%) | 315 (46.0%) | 443 (44.1%) |
| Non-drinker | 136 (42.6%) | 187 (27.3%) | 323 (32.2%) |
Stratified by TBI severity
| No TBI (N=319) |
Mild TBI without LOC (N=229) |
Mild (N=262) |
Moderate/Severe (N=194) |
Overall (N=1004) |
|
|---|---|---|---|---|---|
| Age (y) | |||||
| 18-24 | 20 (6.3%) | 16 (7.0%) | 19 (7.3%) | 5 (2.6%) | 60 (6.0%) |
| 25-34 | 62 (19.4%) | 54 (23.6%) | 47 (17.9%) | 56 (28.9%) | 219 (21.8%) |
| 35-44 | 58 (18.2%) | 68 (29.7%) | 70 (26.7%) | 57 (29.4%) | 253 (25.2%) |
| 45-54 | 50 (15.7%) | 17 (7.4%) | 34 (13.0%) | 26 (13.4%) | 127 (12.6%) |
| 55-64 | 52 (16.3%) | 20 (8.7%) | 32 (12.2%) | 12 (6.2%) | 116 (11.6%) |
| 65+ | 77 (24.1%) | 54 (23.6%) | 60 (22.9%) | 38 (19.6%) | 229 (22.8%) |
| Race | |||||
| Black | 39 (12.2%) | 25 (10.9%) | 25 (9.5%) | 27 (13.9%) | 116 (11.6%) |
| Hispanic | 16 (5.0%) | 19 (8.3%) | 19 (7.3%) | 26 (13.4%) | 80 (8.0%) |
| Mixed | 24 (7.5%) | 10 (4.4%) | 14 (5.3%) | 10 (5.2%) | 58 (5.8%) |
| White | 240 (75.2%) | 175 (76.4%) | 204 (77.9%) | 131 (67.5%) | 750 (74.7%) |
| Education | |||||
| High School | 84 (26.3%) | 61 (26.6%) | 55 (21.0%) | 36 (18.6%) | 236 (23.5%) |
| Less than High School | 24 (7.5%) | 14 (6.1%) | 15 (5.7%) | 20 (10.3%) | 73 (7.3%) |
| More than College | 108 (33.9%) | 66 (28.8%) | 88 (33.6%) | 51 (26.3%) | 313 (31.2%) |
| Some College | 103 (32.3%) | 88 (38.4%) | 104 (39.7%) | 87 (44.8%) | 382 (38.0%) |
| HIT | |||||
| Mean (SD) | 57.1 (9.54) | 58.9 (8.78) | 60.6 (8.59) | 64.3 (8.25) | 59.8 (9.23) |
| Median [Min, Max] | 58.0 [36.0, 78.0] | 60.0 [36.0, 78.0] | 61.0 [36.0, 78.0] | 64.0 [36.0, 78.0] | 60.0 [36.0, 78.0] |
| Headache Severity | |||||
| Mean (SD) | 5.06 (2.54) | 5.17 (2.27) | 5.69 (2.43) | 6.66 (2.29) | 5.56 (2.47) |
| Median [Min, Max] | 5.00 [0, 10.0] | 5.00 [0, 10.0] | 6.00 [0, 10.0] | 6.00 [1.00, 10.0] | 6.00 [0, 10.0] |
| Sex | |||||
| Female | 210 (65.8%) | 117 (51.1%) | 108 (41.2%) | 57 (29.4%) | 492 (49.0%) |
| Male | 109 (34.2%) | 112 (48.9%) | 154 (58.8%) | 137 (70.6%) | 512 (51.0%) |
| PHQ_2 | |||||
| No Depression | 218 (68.3%) | 128 (55.9%) | 144 (55.0%) | 71 (36.6%) | 561 (55.9%) |
| Depression | 101 (31.7%) | 101 (44.1%) | 118 (45.0%) | 123 (63.4%) | 443 (44.1%) |
| Cognetive | |||||
| Mean (SD) | 0.943 (1.04) | 1.01 (0.913) | 1.48 (1.06) | 2.14 (1.14) | 1.33 (1.13) |
| Median [Min, Max] | 0.500 [0, 4.00] | 1.00 [0, 4.00] | 1.50 [0, 4.00] | 2.00 [0, 4.00] | 1.25 [0, 4.00] |
| Vestibular | |||||
| Mean (SD) | 0.905 (1.00) | 1.07 (0.935) | 1.36 (0.976) | 2.14 (1.19) | 1.30 (1.11) |
| Median [Min, Max] | 0.667 [0, 4.00] | 1.00 [0, 4.00] | 1.33 [0, 4.00] | 2.00 [0, 4.00] | 1.00 [0, 4.00] |
| Alcohol | |||||
| Heavy | 55 (17.2%) | 49 (21.4%) | 52 (19.8%) | 82 (42.3%) | 238 (23.7%) |
| Moderate | 128 (40.1%) | 105 (45.9%) | 131 (50.0%) | 79 (40.7%) | 443 (44.1%) |
| Non-drinker | 136 (42.6%) | 75 (32.8%) | 79 (30.2%) | 33 (17.0%) | 323 (32.2%) |
TBI variables
| Overall (N=685) |
|
|---|---|
| TBInumbers | |
| Mean (SD) | 4.61 (4.42) |
| Median [Min, Max] | 3.00 [0, 27.0] |
| TBI_severity_final | |
| No TBI | 0 (0%) |
| Mild TBI without LOC | 229 (33.4%) |
| Mild | 262 (38.2%) |
| Moderate/Severe | 194 (28.3%) |
| Blows | |
| No | 232 (33.9%) |
| Yes | 453 (66.1%) |
| Multiple | |
| No | 135 (19.7%) |
| Yes | 550 (80.3%) |
| Other_TBI | |
| No | 466 (68.0%) |
| Yes | 219 (32.0%) |
| First | |
| No | 599 (87.4%) |
| Yes | 86 (12.6%) |
| Hospitalizatied | |
| No | 186 (27.2%) |
| Yes | 499 (72.8%) |
| Worst | |
| No | 605 (88.3%) |
| Yes | 80 (11.7%) |
https://biostats.w.uib.no/creating-a-multiple-pie-donut-chart/
Headache Charactersitics
| No TBI (N=319) |
TBI (N=685) |
Overall (N=1004) |
|
|---|---|---|---|
| family_history_two | |||
| No | 117 (36.7%) | 138 (20.1%) | 255 (25.4%) |
| Yes | 202 (63.3%) | 547 (79.9%) | 749 (74.6%) |
| headache_hypersensitivity | |||
| 1-4 times | 130 (40.8%) | 322 (47.0%) | 452 (45.0%) |
| 10+ times | 40 (12.5%) | 92 (13.4%) | 132 (13.1%) |
| 5-9 times | 36 (11.3%) | 110 (16.1%) | 146 (14.5%) |
| Never | 113 (35.4%) | 161 (23.5%) | 274 (27.3%) |
| any_headache_time | |||
| at least 3 months | 70 (21.9%) | 239 (34.9%) | 309 (30.8%) |
| more than 6 months | 30 (9.4%) | 111 (16.2%) | 141 (14.0%) |
| Never | 131 (41.1%) | 224 (32.7%) | 355 (35.4%) |
| No | 88 (27.6%) | 111 (16.2%) | 199 (19.8%) |
| days_migraine_num | |||
| Mean (SD) | 3.97 (5.24) | 6.97 (7.69) | 6.01 (7.14) |
| Median [Min, Max] | 3.00 [0, 30.0] | 4.00 [0, 30.0] | 3.00 [0, 30.0] |
| days_other_headache_num | |||
| Mean (SD) | 4.07 (5.34) | 7.32 (7.75) | 6.29 (7.24) |
| Median [Min, Max] | 3.00 [0, 30.0] | 5.00 [0, 30.0] | 4.00 [0, 30.0] |
| No TBI (N=319) |
Mild TBI without LOC (N=229) |
Mild (N=262) |
Moderate/Severe (N=194) |
Overall (N=1004) |
|
|---|---|---|---|---|---|
| family_history_two | |||||
| No | 117 (36.7%) | 63 (27.5%) | 52 (19.8%) | 23 (11.9%) | 255 (25.4%) |
| Yes | 202 (63.3%) | 166 (72.5%) | 210 (80.2%) | 171 (88.1%) | 749 (74.6%) |
| headache_hypersensitivity | |||||
| 1-4 times | 130 (40.8%) | 97 (42.4%) | 127 (48.5%) | 98 (50.5%) | 452 (45.0%) |
| 10+ times | 40 (12.5%) | 36 (15.7%) | 38 (14.5%) | 18 (9.3%) | 132 (13.1%) |
| 5-9 times | 36 (11.3%) | 25 (10.9%) | 36 (13.7%) | 49 (25.3%) | 146 (14.5%) |
| Never | 113 (35.4%) | 71 (31.0%) | 61 (23.3%) | 29 (14.9%) | 274 (27.3%) |
| any_headache_time | |||||
| at least 3 months | 70 (21.9%) | 65 (28.4%) | 91 (34.7%) | 83 (42.8%) | 309 (30.8%) |
| more than 6 months | 30 (9.4%) | 26 (11.4%) | 30 (11.5%) | 55 (28.4%) | 141 (14.0%) |
| Never | 131 (41.1%) | 89 (38.9%) | 101 (38.5%) | 34 (17.5%) | 355 (35.4%) |
| No | 88 (27.6%) | 49 (21.4%) | 40 (15.3%) | 22 (11.3%) | 199 (19.8%) |
| days_migraine_num | |||||
| Mean (SD) | 3.97 (5.24) | 4.48 (5.49) | 6.23 (6.87) | 10.9 (9.31) | 6.01 (7.14) |
| Median [Min, Max] | 3.00 [0, 30.0] | 3.00 [0, 30.0] | 4.00 [0, 30.0] | 9.00 [0, 30.0] | 3.00 [0, 30.0] |
| days_other_headache_num | |||||
| Mean (SD) | 4.07 (5.34) | 5.17 (6.10) | 6.66 (6.77) | 10.8 (9.44) | 6.29 (7.24) |
| Median [Min, Max] | 3.00 [0, 30.0] | 3.00 [0, 30.0] | 5.00 [0, 30.0] | 8.50 [0, 30.0] | 4.00 [0, 30.0] |
Injuries reported
table1(~ crash+fall+ fight+ blast+physical_abuse+ playing_sports+military_exposures, data=PTH)| Overall (N=1004) |
|
|---|---|
| crash | |
| No | 553 (55.1%) |
| Yes | 451 (44.9%) |
| fall | |
| No | 458 (45.6%) |
| Yes | 546 (54.4%) |
| fight | |
| No | 708 (70.5%) |
| Yes | 296 (29.5%) |
| blast | |
| No | 801 (79.8%) |
| Yes | 203 (20.2%) |
| physical_abuse | |
| No | 702 (69.9%) |
| Yes | 302 (30.1%) |
| playing_sports | |
| No | 669 (66.6%) |
| Yes | 335 (33.4%) |
| military_exposures | |
| No | 869 (86.6%) |
| Yes | 135 (13.4%) |
Analysis of Covariance(ANCOVA)
## Warning: package 'multcomp' was built under R version 4.0.5## Loading required package: mvtnorm## Loading required package: survival## Loading required package: TH.data## Warning: package 'TH.data' was built under R version 4.0.4## Loading required package: MASS## Warning: package 'MASS' was built under R version 4.0.5##
## Attaching package: 'MASS'## The following object is masked from 'package:dplyr':
##
## select##
## Attaching package: 'TH.data'## The following object is masked from 'package:MASS':
##
## geyser| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 159534.5649 | 1 | 2264.2797345 | 0.0000000 |
| TBI_severity_final | 812.7738 | 3 | 3.8452426 | 0.0094176 |
| TBInumbers | 1823.8891 | 1 | 25.8865225 | 0.0000004 |
| Hospitalizatied | 141.9103 | 1 | 2.0141378 | 0.1561555 |
| Blows | 1003.7956 | 1 | 14.2469067 | 0.0001699 |
| Gender | 2964.9089 | 1 | 42.0810571 | 0.0000000 |
| Race | 899.5299 | 3 | 4.2556866 | 0.0053533 |
| education | 106.6471 | 3 | 0.5045485 | 0.6792152 |
| Alcohol | 303.4895 | 2 | 2.1537187 | 0.1165969 |
| age | 1077.0163 | 1 | 15.2861311 | 0.0000987 |
| Residuals | 69541.1495 | 987 | NA | NA |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 1066.83087 | 1 | 202.940973 | 0.0000000 |
| TBI_severity_final | 62.11448 | 3 | 3.938635 | 0.0082841 |
| TBInumbers | 96.96271 | 1 | 18.445011 | 0.0000192 |
| Hospitalizatied | 47.95627 | 1 | 9.122619 | 0.0025897 |
| Blows | 57.22186 | 1 | 10.885193 | 0.0010040 |
| Gender | 199.63827 | 1 | 37.976764 | 0.0000000 |
| Race | 10.69217 | 3 | 0.677983 | 0.5656095 |
| education | 14.92234 | 3 | 0.946215 | 0.4176070 |
| Alcohol | 56.51704 | 2 | 5.375558 | 0.0047648 |
| age | 28.87893 | 1 | 5.493577 | 0.0192840 |
| Residuals | 5188.51397 | 987 | NA | NA |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 89.7869373 | 1 | 98.5986910 | 0.0000000 |
| TBI_severity_final | 38.8509030 | 3 | 14.2212527 | 0.0000000 |
| TBInumbers | 44.9860544 | 1 | 49.4010176 | 0.0000000 |
| Hospitalizatied | 0.1393988 | 1 | 0.1530795 | 0.6956941 |
| Blows | 26.8723571 | 1 | 29.5096292 | 0.0000001 |
| Gender | 9.3013845 | 1 | 10.2142290 | 0.0014379 |
| Race | 4.6729220 | 3 | 1.7105086 | 0.1631607 |
| education | 1.1505054 | 3 | 0.4211389 | 0.7378781 |
| Alcohol | 26.0412835 | 2 | 14.2984968 | 0.0000008 |
| age | 8.5837040 | 1 | 9.4261148 | 0.0021977 |
| Residuals | 898.7919238 | 987 | NA | NA |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 61.086859 | 1 | 72.169737 | 0.0000000 |
| TBI_severity_final | 27.813134 | 3 | 10.953073 | 0.0000004 |
| TBInumbers | 40.258332 | 1 | 47.562328 | 0.0000000 |
| Hospitalizatied | 3.813549 | 1 | 4.505434 | 0.0340358 |
| Blows | 34.823744 | 1 | 41.141753 | 0.0000000 |
| Gender | 5.012605 | 1 | 5.922033 | 0.0151293 |
| Race | 3.171110 | 3 | 1.248813 | 0.2907954 |
| education | 6.748920 | 3 | 2.657788 | 0.0471548 |
| Alcohol | 26.629262 | 2 | 15.730280 | 0.0000002 |
| age | 2.979194 | 1 | 3.519703 | 0.0609382 |
| Residuals | 835.429537 | 987 | NA | NA |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 357.7654754 | 1 | 115.6549967 | 0.0000000 |
| TBI_severity_final | 12.9207235 | 3 | 1.3922959 | 0.2436640 |
| TBInumbers | 91.5887645 | 1 | 29.6079387 | 0.0000001 |
| Hospitalizatied | 0.7931836 | 1 | 0.2564128 | 0.6127085 |
| Blows | 78.0631219 | 1 | 25.2354985 | 0.0000006 |
| Gender | 44.9949462 | 1 | 14.5455353 | 0.0001453 |
| Race | 15.9018740 | 3 | 1.7135352 | 0.1625314 |
| education | 5.0400384 | 3 | 0.5430985 | 0.6528827 |
| Alcohol | 31.9759679 | 2 | 5.1684423 | 0.0058485 |
| age | 62.8196928 | 1 | 20.3077487 | 0.0000074 |
| Residuals | 3053.1713663 | 987 | NA | NA |
