PTH TBI
Ali Roghani (TORCH)
8/25/2021
- TOTAL INJURY
- How I made TBI
- TBI numbers
- experienced multiple repeated blows or impacts to your head
- Interpreting Findings
- Hospitalization
- Plots
- TBI Distribution
- Stratified by TBI status
- Stratified by TBI severity
- TBI variables
- Headache Charactersitics
- Injuries reported
- Analysis of Covariance(ANCOVA)
res2 <- compareGroups(sex ~ kind_headache+ education, data = PTH)## Warning in chisq.test(xx, correct = FALSE): Chi-squared approximation may be
## incorrectcreateTable(res2, show.ratio = TRUE)##
## --------Summary descriptives table by 'sex'---------
##
## ___________________________________________________________________________________________________________________________
## Female Male OR p.ratio p.overall
## N=492 N=512
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯
## kind_headache: 0.021
## 0Not Answer 29 (5.89%) 44 (8.59%) Ref. Ref.
## Band like 74 (15.0%) 101 (19.7%) 0.90 [0.51;1.57] 0.714
## One-sided 113 (23.0%) 121 (23.6%) 0.71 [0.41;1.20] 0.204
## Other (specify): 13 (2.64%) 11 (2.15%) 0.56 [0.22;1.44] 0.229
## Pressing or tightening (non-pulsating) quality 115 (23.4%) 81 (15.8%) 0.47 [0.27;0.80] 0.006
## Pulsating 148 (30.1%) 154 (30.1%) 0.69 [0.40;1.15] 0.157
## education: .
## College 1 year to 3 years (some college or technical school) 184 (37.4%) 129 (25.2%) Ref. Ref.
## College 4 years or more (college graduate) 121 (24.6%) 261 (51.0%) 3.07 [2.25;4.20] <0.001
## Grade 12 or GED (high school graduate) 156 (31.7%) 80 (15.6%) 0.73 [0.51;1.04] 0.081
## Grades 1-8 (elementary – middle school) 5 (1.02%) 11 (2.15%) 3.08 [1.08;10.2] 0.036
## Grades 9-11 (some high school) 23 (4.67%) 25 (4.88%) 1.55 [0.84;2.87] 0.162
## Never attended school or only attended kindergarten 3 (0.61%) 6 (1.17%) 2.77 [0.70;14.1] 0.150
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯compareGroups(sex ~ kind_headache+ education, data = PTH)## Warning in chisq.test(xx, correct = FALSE): Chi-squared approximation may be
## incorrect##
##
## -------- Summary of results by groups of 'sex'---------
##
##
## var N p.value method selection
## 1 kind_headache 1004 0.021** categorical ALL
## 2 education 1004 . categorical ALL
## -----
## Signif. codes: 0 '**' 0.05 '*' 0.1 ' ' 1TOTAL INJURY
## 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 No 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## total_injury_cat total_injury crash_num fall_num fight_num blast_num
## 1 2 or more 4 1 1 1 1
## 2 2 or more 4 1 1 1 1
## 3 2 or more 2 1 1 0 0
## 4 2 or more 2 1 1 0 0
## 5 2 or more 2 0 1 1 0
## 6 2 or more 4 1 1 1 1
## 7 2 or more 2 0 1 1 0
## 8 2 or more 4 1 1 1 1
## 9 2 or more 4 1 1 1 1
## 10 2 or more 4 1 1 1 1
## 11 2 or more 4 1 1 1 1
## 12 2 or more 3 0 1 1 1
## 13 2 or more 4 1 1 1 1
## 14 2 or more 2 1 1 0 0
## 15 2 or more 2 1 1 0 0
## 16 2 or more 2 1 0 1 0
## 17 2 or more 3 1 1 1 0
## 18 2 or more 4 1 1 1 1
## 19 2 or more 2 1 1 0 0
## 20 2 or more 2 0 1 0 1
## 21 2 or more 3 1 1 1 0
## 22 2 or more 2 1 1 0 0
## 23 2 or more 3 1 1 0 1
## 24 2 or more 2 0 1 1 0
## 25 2 or more 2 0 1 1 0
## 26 2 or more 4 1 1 1 1
## 27 2 or more 2 0 0 1 1
## 28 2 or more 3 1 1 0 1
## 29 2 or more 2 1 1 0 0
## 30 2 or more 2 1 1 0 0
## 31 2 or more 2 0 1 1 0
## 32 2 or more 2 1 1 0 0
## 33 2 or more 2 0 1 1 0
## 34 2 or more 4 1 1 1 1
## 35 2 or more 2 0 1 0 1
## 36 2 or more 4 1 1 1 1
## 37 2 or more 3 1 1 1 0
## 38 2 or more 4 1 1 1 1
## 39 2 or more 4 1 1 1 1
## 40 2 or more 3 1 1 1 0
## 41 2 or more 4 1 1 1 1
## 42 2 or more 2 1 1 0 0
## 43 2 or more 3 1 1 1 0
## 44 2 or more 2 1 0 0 1
## 45 2 or more 3 1 1 1 0
## 46 2 or more 2 1 1 0 0
## 47 2 or more 3 1 1 1 0
## 48 2 or more 2 1 1 0 0
## 49 2 or more 2 1 1 0 0
## 50 2 or more 2 1 1 0 0
## 51 2 or more 2 1 0 1 0
## 52 2 or more 2 1 1 0 0
## 53 2 or more 2 1 1 0 0
## 54 2 or more 2 1 1 0 0
## 55 2 or more 3 1 1 1 0
## 56 2 or more 3 1 1 1 0
## 57 2 or more 2 0 1 1 0
## 58 2 or more 2 1 1 0 0
## 59 2 or more 4 1 1 1 1
## 60 2 or more 2 1 1 0 0
## 61 2 or more 2 0 1 1 0
## 62 2 or more 3 1 1 1 0
## 63 2 or more 3 1 1 0 1
## 64 2 or more 3 1 1 0 1
## 65 2 or more 3 1 1 0 1
## 66 2 or more 3 1 1 1 0
## 67 2 or more 4 1 1 1 1
## 68 2 or more 4 1 1 1 1
## 69 2 or more 2 1 1 0 0
## 70 2 or more 2 1 1 0 0
## 71 2 or more 3 1 1 1 0
## 72 2 or more 3 1 1 1 0
## 73 2 or more 4 1 1 1 1
## 74 2 or more 4 1 1 1 1
## 75 2 or more 4 1 1 1 1
## 76 2 or more 4 1 1 1 1
## 77 2 or more 2 1 0 0 1
## 78 2 or more 4 1 1 1 1
## 79 2 or more 3 1 1 0 1
## 80 2 or more 3 1 1 1 0
## 81 2 or more 3 1 1 0 1
## 82 2 or more 4 1 1 1 1
## 83 2 or more 3 0 1 1 1
## 84 2 or more 4 1 1 1 1
## 85 2 or more 3 1 1 0 1
## 86 2 or more 2 0 1 1 0
## 87 2 or more 4 1 1 1 1
## 88 2 or more 4 1 1 1 1
## 89 2 or more 2 0 1 0 1
## 90 2 or more 4 1 1 1 1
## 91 2 or more 4 1 1 1 1
## 92 2 or more 4 1 1 1 1
## 93 2 or more 3 1 1 1 0
## 94 2 or more 3 1 1 1 0
## 95 2 or more 3 1 1 0 1
## 96 2 or more 3 1 1 1 0
## 97 2 or more 4 1 1 1 1
## 98 2 or more 3 1 1 0 1
## 99 2 or more 3 1 1 1 0
## 100 2 or more 2 0 1 0 1
## 101 2 or more 3 1 1 1 0
## 102 2 or more 2 1 1 0 0
## 103 2 or more 2 1 1 0 0
## 104 2 or more 3 0 1 1 1
## 105 2 or more 3 1 0 1 1
## 106 2 or more 4 1 1 1 1
## 107 2 or more 2 1 1 0 0
## 108 2 or more 3 1 1 0 1
## 109 2 or more 3 0 1 1 1
## 110 2 or more 4 1 1 1 1
## 111 2 or more 4 1 1 1 1
## 112 2 or more 4 1 1 1 1
## 113 2 or more 4 1 1 1 1
## 114 2 or more 4 1 1 1 1
## 115 2 or more 4 1 1 1 1
## 116 2 or more 4 1 1 1 1
## 117 2 or more 2 1 1 0 0
## 118 2 or more 4 1 1 1 1
## 119 2 or more 2 1 1 0 0
## 120 2 or more 2 0 1 1 0
## 121 2 or more 4 1 1 1 1
## 122 2 or more 2 0 1 1 0
## 123 2 or more 3 1 1 1 0
## 124 2 or more 3 1 1 1 0
## 125 2 or more 2 1 1 0 0
## 126 2 or more 3 1 1 1 0
## 127 2 or more 4 1 1 1 1
## 128 2 or more 4 1 1 1 1
## 129 2 or more 4 1 1 1 1
## 130 2 or more 4 1 1 1 1
## 131 2 or more 2 0 1 1 0
## 132 2 or more 3 1 1 1 0
## 133 2 or more 3 1 1 1 0
## 134 2 or more 2 1 1 0 0
## 135 2 or more 4 1 1 1 1
## 136 2 or more 3 1 1 1 0
## 137 2 or more 4 1 1 1 1
## 138 2 or more 2 1 1 0 0
## 139 2 or more 2 0 1 1 0
## 140 2 or more 3 1 1 1 0
## 141 2 or more 3 1 1 0 1
## 142 2 or more 3 1 1 1 0
## 143 2 or more 2 0 1 1 0
## 144 2 or more 2 1 1 0 0
## 145 2 or more 2 0 1 1 0
## 146 2 or more 2 1 1 0 0
## 147 2 or more 2 1 0 0 1
## 148 2 or more 2 1 1 0 0
## 149 2 or more 2 1 1 0 0
## 150 2 or more 2 0 1 1 0
## 151 2 or more 2 0 1 1 0
## 152 2 or more 3 0 1 1 1
## 153 2 or more 2 0 1 1 0
## 154 2 or more 4 1 1 1 1
## 155 2 or more 2 0 1 1 0
## 156 2 or more 4 1 1 1 1
## 157 2 or more 2 1 1 0 0
## 158 2 or more 4 1 1 1 1
## 159 2 or more 2 0 1 1 0
## 160 2 or more 3 1 1 1 0
## 161 2 or more 2 1 1 0 0
## 162 2 or more 2 1 1 0 0
## 163 2 or more 4 1 1 1 1
## 164 2 or more 4 1 1 1 1
## 165 2 or more 4 1 1 1 1
## 166 2 or more 3 1 1 1 0
## 167 2 or more 4 1 1 1 1
## 168 2 or more 4 1 1 1 1
## 169 2 or more 4 1 1 1 1
## 170 2 or more 4 1 1 1 1
## 171 2 or more 2 1 1 0 0
## 172 2 or more 2 1 1 0 0
## 173 2 or more 3 1 1 1 0
## 174 2 or more 3 1 1 0 1
## 175 2 or more 3 1 1 1 0
## 176 2 or more 4 1 1 1 1
## 177 2 or more 2 1 1 0 0
## 178 2 or more 3 1 1 1 0
## 179 2 or more 2 1 1 0 0
## 180 2 or more 4 1 1 1 1
## 181 2 or more 2 0 0 1 1
## 182 2 or more 4 1 1 1 1
## 183 2 or more 2 0 1 1 0
## 184 2 or more 4 1 1 1 1
## 185 2 or more 3 1 1 0 1
## 186 2 or more 2 0 1 1 0
## 187 2 or more 3 1 1 1 0
## 188 2 or more 2 1 0 1 0
## 189 2 or more 2 1 1 0 0
## 190 2 or more 3 1 1 1 0
## 191 2 or more 3 1 1 0 1
## 192 2 or more 2 1 1 0 0
## 193 2 or more 2 1 1 0 0
## 194 2 or more 4 1 1 1 1
## 195 2 or more 2 1 0 1 0
## 196 2 or more 2 1 1 0 0
## 197 2 or more 3 1 1 1 0
## 198 2 or more 2 1 0 1 0
## 199 2 or more 2 0 1 1 0
## 200 2 or more 3 1 1 0 1
## 201 2 or more 2 0 1 1 0
## 202 2 or more 4 1 1 1 1
## 203 2 or more 2 0 1 1 0
## 204 2 or more 4 1 1 1 1
## 205 2 or more 2 1 1 0 0
## 206 2 or more 4 1 1 1 1
## 207 2 or more 2 1 1 0 0
## 208 2 or more 2 1 0 0 1
## 209 2 or more 4 1 1 1 1
## 210 2 or more 4 1 1 1 1
## 211 2 or more 3 1 1 1 0
## 212 2 or more 3 1 1 0 1
## 213 2 or more 2 1 1 0 0
## 214 2 or more 4 1 1 1 1
## 215 2 or more 2 0 1 1 0
## 216 2 or more 3 1 1 1 0
## 217 2 or more 2 1 1 0 0
## 218 2 or more 4 1 1 1 1
## 219 2 or more 2 1 1 0 0
## 220 2 or more 2 1 1 0 0
## 221 2 or more 4 1 1 1 1
## 222 2 or more 3 1 1 1 0
## 223 2 or more 2 1 1 0 0
## 224 2 or more 2 1 1 0 0
## 225 2 or more 3 1 1 1 0
## 226 2 or more 2 0 1 0 1
## 227 2 or more 4 1 1 1 1
## 228 2 or more 3 1 1 1 0
## 229 2 or more 3 1 1 1 0
## 230 2 or more 2 1 1 0 0
## 231 2 or more 3 1 0 1 1
## 232 2 or more 2 1 1 0 0
## 233 2 or more 2 0 1 1 0
## 234 2 or more 3 1 1 1 0
## 235 2 or more 2 1 1 0 0
## 236 2 or more 2 1 1 0 0
## 237 2 or more 2 1 1 0 0
## 238 2 or more 2 1 1 0 0
## 239 2 or more 4 1 1 1 1
## 240 2 or more 2 1 1 0 0
## 241 2 or more 2 1 1 0 0
## 242 2 or more 2 1 1 0 0
## 243 2 or more 2 0 1 1 0
## 244 2 or more 2 1 1 0 0
## 245 2 or more 4 1 1 1 1
## 246 2 or more 3 1 1 1 0
## 247 2 or more 4 1 1 1 1
## 248 2 or more 2 1 0 1 0
## 249 2 or more 2 1 1 0 0
## 250 2 or more 2 0 1 0 1
## 251 2 or more 3 1 1 1 0
## 252 2 or more 3 1 1 0 1
## 253 2 or more 2 1 1 0 0
## 254 2 or more 3 1 0 1 1
## 255 2 or more 3 1 1 1 0
## 256 2 or more 2 1 0 1 0
## 257 2 or more 3 1 1 1 0
## 258 2 or more 3 1 1 1 0
## 259 2 or more 3 1 1 1 0
## 260 2 or more 2 1 1 0 0
## 261 2 or more 3 1 1 1 0
## 262 2 or more 3 1 1 1 0
## 263 2 or more 2 0 1 1 0
## 264 2 or more 3 1 1 1 0
## 265 2 or more 3 1 1 0 1
## 266 2 or more 2 0 1 1 0
## 267 2 or more 2 1 1 0 0
## 268 2 or more 3 1 1 1 0
## 269 2 or more 3 1 1 1 0
## 270 2 or more 3 1 1 1 0
## 271 2 or more 4 1 1 1 1
## 272 2 or more 3 1 1 1 0
## 273 2 or more 4 1 1 1 1
## 274 2 or more 3 1 1 1 0
## 275 2 or more 3 1 1 1 0
## 276 2 or more 3 1 1 1 0
## 277 2 or more 2 0 1 0 1
## 278 2 or more 2 1 1 0 0
## 279 2 or more 2 0 1 1 0
## 280 2 or more 2 1 0 1 0
## 281 2 or more 3 1 1 1 0
## 282 2 or more 3 1 1 1 0
## 283 2 or more 4 1 1 1 1
## 284 2 or more 2 1 0 1 0
## 285 2 or more 2 1 1 0 0
## 286 2 or more 2 0 1 1 0
## 287 2 or more 3 1 1 0 1
## 288 2 or more 2 1 1 0 0
## 289 2 or more 4 1 1 1 1
## 290 2 or more 2 1 0 0 1
## 291 2 or more 2 1 1 0 0
## 292 2 or more 3 1 1 1 0
## 293 2 or more 4 1 1 1 1
## 294 2 or more 2 0 1 1 0
## 295 2 or more 2 1 1 0 0
## 296 2 or more 2 1 1 0 0
## 297 2 or more 2 1 1 0 0
## 298 2 or more 3 1 1 1 0
## 299 2 or more 2 1 1 0 0
## 300 2 or more 2 0 1 1 0
## 301 2 or more 2 1 1 0 0
## 302 2 or more 3 1 1 1 0
## 303 2 or more 2 0 1 1 0
## 304 2 or more 2 1 0 0 1
## 305 2 or more 2 1 1 0 0
## 306 2 or more 2 1 1 0 0
## 307 2 or more 3 1 0 1 1
## 308 2 or more 3 1 1 1 0
## 309 2 or more 2 1 1 0 0
## 310 2 or more 4 1 1 1 1
## 311 2 or more 3 1 1 1 0
## 312 2 or more 3 1 1 1 0
## 313 2 or more 4 1 1 1 1
## 314 2 or more 2 0 1 1 0
## 315 2 or more 2 1 1 0 0
## 316 2 or more 3 1 1 1 0
## 317 2 or more 2 1 1 0 0
## 318 2 or more 3 1 1 0 1
## 319 2 or more 2 1 1 0 0
## 320 2 or more 3 1 0 1 1
## 321 2 or more 2 1 1 0 0
## 322 2 or more 2 0 1 0 1
## 323 2 or more 3 1 1 1 0
## 324 2 or more 4 1 1 1 1
## 325 2 or more 2 1 1 0 0
## 326 2 or more 3 1 1 0 1
## 327 2 or more 3 1 1 0 1
## 328 2 or more 2 1 0 1 0
## 329 2 or more 4 1 1 1 1
## 330 2 or more 4 1 1 1 1
## 331 2 or more 2 0 1 0 1
## 332 2 or more 3 1 1 1 0
## 333 2 or more 3 1 1 1 0
## 334 2 or more 3 1 1 0 1
## 335 2 or more 4 1 1 1 1
## 336 2 or more 2 1 0 1 0
## 337 2 or more 4 1 1 1 1
## 338 2 or more 4 1 1 1 1
## 339 2 or more 4 1 1 1 1
## 340 2 or more 4 1 1 1 1
## 341 2 or more 4 1 1 1 1
## 342 2 or more 4 1 1 1 1
## 343 2 or more 4 1 1 1 1
## 344 2 or more 2 1 1 0 0
## 345 2 or more 4 1 1 1 1
## 346 2 or more 2 0 1 1 0
## 347 2 or more 2 1 1 0 0
## 348 2 or more 4 1 1 1 1
## 349 2 or more 4 1 1 1 1
## 350 2 or more 4 1 1 1 1
## 351 2 or more 4 1 1 1 1
## 352 2 or more 2 0 1 1 0
## 353 2 or more 2 1 0 1 0
## 354 2 or more 2 1 1 0 0
## 355 2 or more 4 1 1 1 1
## 356 2 or more 4 1 1 1 1
## 357 2 or more 2 1 1 0 0
## 358 2 or more 4 1 1 1 1
## 359 2 or more 2 0 1 1 0
## 360 2 or more 3 1 1 0 1
## 361 2 or more 4 1 1 1 1
## 362 2 or more 3 1 1 1 0
## 363 2 or more 4 1 1 1 1
## 364 2 or more 2 1 1 0 0
## 365 2 or more 4 1 1 1 1
## 366 2 or more 2 1 1 0 0
## 367 2 or more 3 1 1 1 0
## 368 2 or more 4 1 1 1 1
## 369 2 or more 4 1 1 1 1
## 370 2 or more 4 1 1 1 1
## 371 2 or more 4 1 1 1 1
## 372 2 or more 2 1 1 0 0
## 373 2 or more 2 1 1 0 0
## 374 2 or more 3 1 1 1 0
## 375 2 or more 3 1 1 1 0
## 376 2 or more 4 1 1 1 1
## 377 2 or more 2 1 1 0 0
## 378 2 or more 3 1 1 0 1
## 379 2 or more 4 1 1 1 1
## 380 2 or more 2 1 1 0 0
## 381 2 or more 2 1 1 0 0
## 382 2 or more 2 0 1 0 1
## 383 2 or more 3 1 1 1 0
## 384 2 or more 2 1 1 0 0
## 385 2 or more 4 1 1 1 1
## 386 2 or more 2 1 0 1 0
## 387 2 or more 4 1 1 1 1
## 388 2 or more 3 1 1 0 1
## 389 2 or more 3 0 1 1 1
## 390 2 or more 4 1 1 1 1
## 391 2 or more 3 1 1 1 0
## 392 2 or more 4 1 1 1 1
## 393 2 or more 2 0 1 0 1
## 394 2 or more 2 1 1 0 0
## 395 2 or more 2 1 1 0 0
## 396 2 or more 2 1 1 0 0
## 397 2 or more 4 1 1 1 1
## 398 2 or more 3 1 1 1 0
## 399 2 or more 4 1 1 1 1
## 400 2 or more 2 1 1 0 0
## 401 2 or more 3 0 1 1 1
## 402 2 or more 4 1 1 1 1
## 403 2 or more 2 1 1 0 0
## 404 2 or more 2 1 1 0 0
## 405 2 or more 4 1 1 1 1
## 406 2 or more 2 1 0 0 1
## 407 2 or more 4 1 1 1 1
## 408 2 or more 3 1 1 1 0
## 409 2 or more 4 1 1 1 1
## 410 2 or more 4 1 1 1 1
## 411 2 or more 4 1 1 1 1
## 412 2 or more 4 1 1 1 1
## 413 2 or more 4 1 1 1 1
## 414 2 or more 2 1 1 0 0
## 415 2 or more 2 1 0 0 1
## 416 2 or more 2 1 1 0 0
## 417 2 or more 3 1 1 1 0
## 418 2 or more 4 1 1 1 1
## 419 2 or more 3 1 1 1 0
## 420 2 or more 3 0 1 1 1
## 421 2 or more 2 1 1 0 0
## 422 2 or more 3 1 1 1 0
## 423 2 or more 2 0 1 1 0
## 424 2 or more 2 0 1 1 0
## 425 2 or more 3 1 1 1 0
## 426 2 or more 4 1 1 1 1
## 427 2 or more 4 1 1 1 1
## 428 2 or more 3 1 1 1 0
## 429 2 or more 2 1 1 0 0
## 430 2 or more 3 1 1 1 0
## 431 2 or more 2 0 1 1 0
## 432 2 or more 3 1 1 1 0
## 433 2 or more 2 0 1 1 0
## 434 2 or more 2 1 1 0 0
| Overall (N=1004) |
|
|---|---|
| total_injury_cat | |
| 2 or more | 434 (43.2%) |
| Just one | 251 (25.0%) |
| no injury | 319 (31.8%) |
| total_injury | |
| Mean (SD) | 1.49 (1.37) |
| Median [Min, Max] | 1.00 [0, 4.00] |
##
## No Yes
## 553 451##
## 0 1
## 553 451How I made TBI
## TBI crash fall fight
## 1 No TBI No No No
## 2 TBI Yes Yes Yes
## 3 TBI No Yes No
## 4 No TBI No No No
## 5 No TBI No No No
## 6 No TBI No No No
## 7 No TBI No No No
## 8 TBI Yes Yes Yes
## 9 No TBI No No No
## 10 TBI Yes Yes No
## 11 No TBI No No No
## 12 TBI Yes No No
## 13 TBI Yes Yes No
## 14 No TBI No No No
## 15 TBI No Yes Yes
## 16 TBI Yes Yes Yes
## 17 No TBI No No No
## 18 TBI No Yes Yes
## 19 No TBI No No No
## 20 TBI Yes Yes Yes
## 21 TBI Yes Yes Yes
## 22 TBI Yes Yes Yes
## 23 TBI Yes Yes Yes
## 24 No TBI No No No
## 25 TBI No Yes Yes
## 26 TBI No Yes No
## 27 No TBI No No No
## 28 TBI Yes No No
## 29 TBI Yes Yes Yes
## 30 TBI No Yes No#Plot TBI severity
## Warning: `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> = "none")` instead.
## `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> = "none")` instead.
## Warning: `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> = "none")` instead.
## `guides(<scale> = FALSE)` is deprecated. Please use `guides(<scale> = "none")` instead.
TBI numbers
## [1] TBI TBInumbers TBInumbers_cat crash fall
## [6] fight blast
## <0 rows> (or 0-length row.names)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## 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 No 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 No TBI No 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
TBI Distribution
table1(~fall+crash+fight+physical_abuse+Hospitalizatied, data=PTH)| Overall (N=1004) |
|
|---|---|
| fall | |
| No | 458 (45.6%) |
| Yes | 546 (54.4%) |
| crash | |
| No | 553 (55.1%) |
| Yes | 451 (44.9%) |
| fight | |
| No | 708 (70.5%) |
| Yes | 296 (29.5%) |
| physical_abuse | |
| No | 702 (69.9%) |
| Yes | 302 (30.1%) |
| Hospitalizatied | |
| No | 505 (50.3%) |
| Yes | 499 (49.7%) |
Stratified by TBI status
| No TBI (N=335) |
TBI (N=669) |
Overall (N=1004) |
|
|---|---|---|---|
| age | |||
| Mean (SD) | 49.4 (17.9) | 47.7 (21.0) | 48.2 (20.0) |
| Median [Min, Max] | 48.0 [18.0, 120] | 41.0 [18.0, 120] | 43.0 [18.0, 120] |
| Race | |||
| White | 255 (76.1%) | 495 (74.0%) | 750 (74.7%) |
| Black | 39 (11.6%) | 77 (11.5%) | 116 (11.6%) |
| Hispanic | 16 (4.8%) | 64 (9.6%) | 80 (8.0%) |
| Mixed | 25 (7.5%) | 33 (4.9%) | 58 (5.8%) |
| Education | |||
| High School | 90 (26.9%) | 146 (21.8%) | 236 (23.5%) |
| Less than High School | 24 (7.2%) | 49 (7.3%) | 73 (7.3%) |
| More than College | 112 (33.4%) | 201 (30.0%) | 313 (31.2%) |
| Some College | 109 (32.5%) | 273 (40.8%) | 382 (38.0%) |
| HIT | |||
| Mean (SD) | 57.2 (9.56) | 61.1 (8.78) | 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) | 5.03 (2.54) | 5.83 (2.40) | 5.56 (2.47) |
| Median [Min, Max] | 5.00 [0, 10.0] | 6.00 [0, 10.0] | 6.00 [0, 10.0] |
| Sex | |||
| Female | 213 (63.6%) | 279 (41.7%) | 492 (49.0%) |
| Male | 122 (36.4%) | 390 (58.3%) | 512 (51.0%) |
| PHQ_2 | |||
| No Depression | 228 (68.1%) | 333 (49.8%) | 561 (55.9%) |
| Depression | 107 (31.9%) | 336 (50.2%) | 443 (44.1%) |
| PHQ | |||
| Mean (SD) | 1.81 (1.95) | 2.64 (1.87) | 2.36 (1.94) |
| Median [Min, Max] | 1.00 [0, 6.00] | 3.00 [0, 6.00] | 2.00 [0, 6.00] |
| Cognetive | |||
| Mean (SD) | 0.938 (1.03) | 1.52 (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) | 0.909 (1.00) | 1.50 (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 | |||
| Non-drinker | 143 (42.7%) | 180 (26.9%) | 323 (32.2%) |
| Heavy | 57 (17.0%) | 181 (27.1%) | 238 (23.7%) |
| Moderate | 135 (40.3%) | 308 (46.0%) | 443 (44.1%) |
| TBInumbers_cat | |||
| 0 | 335 (100%) | 0 (0%) | 335 (33.4%) |
| 1 | 0 (0%) | 136 (20.3%) | 136 (13.5%) |
| 2 | 0 (0%) | 152 (22.7%) | 152 (15.1%) |
| 3 | 0 (0%) | 91 (13.6%) | 91 (9.1%) |
| 4 | 0 (0%) | 44 (6.6%) | 44 (4.4%) |
| 4-8 | 0 (0%) | 139 (20.8%) | 139 (13.8%) |
| 9+ | 0 (0%) | 107 (16.0%) | 107 (10.7%) |
| GAD_2 | |||
| No Depression | 225 (67.2%) | 340 (50.8%) | 565 (56.3%) |
| Depression | 110 (32.8%) | 329 (49.2%) | 439 (43.7%) |
## Warning in compareGroups.fit(X = X, y = y, include.label = include.label, :
## variables waist specified in 'method' not found##
## --------Summary descriptives table by 'TBI'---------
##
## ___________________________________________________________
## No TBI TBI p.overall
## N=335 N=669
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯
## age 49.4 (17.9) 47.7 (21.0) 0.176
## Race: 0.029
## White 255 (76.1%) 495 (74.0%)
## Black 39 (11.6%) 77 (11.5%)
## Hispanic 16 (4.78%) 64 (9.57%)
## Mixed 25 (7.46%) 33 (4.93%)
## Education: 0.064
## High School 90 (26.9%) 146 (21.8%)
## Less than High School 24 (7.16%) 49 (7.32%)
## More than College 112 (33.4%) 201 (30.0%)
## Some College 109 (32.5%) 273 (40.8%)
## HIT 57.2 (9.56) 61.1 (8.78) <0.001
## Headache Severity 5.03 (2.54) 5.83 (2.40) <0.001
## Sex: <0.001
## Female 213 (63.6%) 279 (41.7%)
## Male 122 (36.4%) 390 (58.3%)
## PHQ 1.81 (1.95) 2.64 (1.87) <0.001
## Cognetive 0.94 (1.03) 1.52 (1.13) <0.001
## Vestibular 0.91 (1.00) 1.50 (1.11) <0.001
## Alcohol: <0.001
## Non-drinker 143 (42.7%) 180 (26.9%)
## Heavy 57 (17.0%) 181 (27.1%)
## Moderate 135 (40.3%) 308 (46.0%)
## TBInumbers_cat: <0.001
## 0 335 (100%) 0 (0.00%)
## 1 0 (0.00%) 136 (20.3%)
## 2 0 (0.00%) 152 (22.7%)
## 3 0 (0.00%) 91 (13.6%)
## 4 0 (0.00%) 44 (6.58%)
## 4-8 0 (0.00%) 139 (20.8%)
## 9+ 0 (0.00%) 107 (16.0%)
## GAD_2: <0.001
## No Depression 225 (67.2%) 340 (50.8%)
## Depression 110 (32.8%) 329 (49.2%)
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯Stratified by TBI severity
| Mild (N=225) |
Mild TBI without LOC (N=295) |
Moderate/Severe (N=149) |
No TBI (N=335) |
Overall (N=1004) |
|
|---|---|---|---|---|---|
| age | |||||
| Mean (SD) | 47.9 (20.5) | 46.7 (18.1) | 49.0 (26.3) | 49.4 (17.9) | 48.2 (20.0) |
| Median [Min, Max] | 42.0 [18.0, 120] | 41.0 [18.0, 112] | 40.0 [21.0, 120] | 48.0 [18.0, 120] | 43.0 [18.0, 120] |
| Race | |||||
| White | 172 (76.4%) | 222 (75.3%) | 101 (67.8%) | 255 (76.1%) | 750 (74.7%) |
| Black | 26 (11.6%) | 31 (10.5%) | 20 (13.4%) | 39 (11.6%) | 116 (11.6%) |
| Hispanic | 18 (8.0%) | 24 (8.1%) | 22 (14.8%) | 16 (4.8%) | 80 (8.0%) |
| Mixed | 9 (4.0%) | 18 (6.1%) | 6 (4.0%) | 25 (7.5%) | 58 (5.8%) |
| Education | |||||
| High School | 49 (21.8%) | 73 (24.7%) | 24 (16.1%) | 90 (26.9%) | 236 (23.5%) |
| Less than High School | 11 (4.9%) | 22 (7.5%) | 16 (10.7%) | 24 (7.2%) | 73 (7.3%) |
| More than College | 77 (34.2%) | 88 (29.8%) | 36 (24.2%) | 112 (33.4%) | 313 (31.2%) |
| Some College | 88 (39.1%) | 112 (38.0%) | 73 (49.0%) | 109 (32.5%) | 382 (38.0%) |
| HIT | |||||
| Mean (SD) | 60.8 (8.48) | 59.4 (8.55) | 65.0 (8.54) | 57.2 (9.56) | 59.8 (9.23) |
| Median [Min, Max] | 62.0 [36.0, 78.0] | 60.0 [36.0, 78.0] | 65.0 [36.0, 78.0] | 58.0 [36.0, 78.0] | 60.0 [36.0, 78.0] |
| Headache Severity | |||||
| Mean (SD) | 5.74 (2.34) | 5.36 (2.30) | 6.89 (2.37) | 5.03 (2.54) | 5.56 (2.47) |
| Median [Min, Max] | 6.00 [0, 10.0] | 5.00 [0, 10.0] | 7.00 [1.00, 10.0] | 5.00 [0, 10.0] | 6.00 [0, 10.0] |
| Sex | |||||
| Female | 92 (40.9%) | 150 (50.8%) | 37 (24.8%) | 213 (63.6%) | 492 (49.0%) |
| Male | 133 (59.1%) | 145 (49.2%) | 112 (75.2%) | 122 (36.4%) | 512 (51.0%) |
| PHQ_2 | |||||
| No Depression | 119 (52.9%) | 168 (56.9%) | 46 (30.9%) | 228 (68.1%) | 561 (55.9%) |
| Depression | 106 (47.1%) | 127 (43.1%) | 103 (69.1%) | 107 (31.9%) | 443 (44.1%) |
| PHQ | |||||
| Mean (SD) | 2.55 (1.74) | 2.30 (1.91) | 3.47 (1.75) | 1.81 (1.95) | 2.36 (1.94) |
| Median [Min, Max] | 2.00 [0, 6.00] | 2.00 [0, 6.00] | 3.00 [0, 6.00] | 1.00 [0, 6.00] | 2.00 [0, 6.00] |
| Cognetive | |||||
| Mean (SD) | 1.55 (1.07) | 1.12 (0.985) | 2.27 (1.10) | 0.938 (1.03) | 1.33 (1.13) |
| Median [Min, Max] | 1.50 [0, 4.00] | 1.00 [0, 4.00] | 2.25 [0, 4.00] | 0.500 [0, 4.00] | 1.25 [0, 4.00] |
| Vestibular | |||||
| Mean (SD) | 1.41 (0.966) | 1.15 (0.978) | 2.31 (1.16) | 0.909 (1.00) | 1.30 (1.11) |
| Median [Min, Max] | 1.33 [0, 4.00] | 1.00 [0, 4.00] | 2.33 [0, 4.00] | 0.667 [0, 4.00] | 1.00 [0, 4.00] |
| Alcohol | |||||
| Non-drinker | 59 (26.2%) | 103 (34.9%) | 18 (12.1%) | 143 (42.7%) | 323 (32.2%) |
| Heavy | 49 (21.8%) | 59 (20.0%) | 73 (49.0%) | 57 (17.0%) | 238 (23.7%) |
| Moderate | 117 (52.0%) | 133 (45.1%) | 58 (38.9%) | 135 (40.3%) | 443 (44.1%) |
## Warning in compareGroups.fit(X = X, y = y, include.label = include.label, :
## variables waist specified in 'method' not found##
## --------Summary descriptives table by 'TBI_severity_finalcc'---------
##
## ________________________________________________________________________________________________
## Mild Mild TBI without LOC Moderate/Severe No TBI p.overall
## N=225 N=295 N=149 N=335
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯
## age 47.9 (20.5) 46.7 (18.1) 49.0 (26.3) 49.4 (17.9) 0.389
## Race: 0.029
## White 172 (76.4%) 222 (75.3%) 101 (67.8%) 255 (76.1%)
## Black 26 (11.6%) 31 (10.5%) 20 (13.4%) 39 (11.6%)
## Hispanic 18 (8.00%) 24 (8.14%) 22 (14.8%) 16 (4.78%)
## Mixed 9 (4.00%) 18 (6.10%) 6 (4.03%) 25 (7.46%)
## Education: 0.013
## High School 49 (21.8%) 73 (24.7%) 24 (16.1%) 90 (26.9%)
## Less than High School 11 (4.89%) 22 (7.46%) 16 (10.7%) 24 (7.16%)
## More than College 77 (34.2%) 88 (29.8%) 36 (24.2%) 112 (33.4%)
## Some College 88 (39.1%) 112 (38.0%) 73 (49.0%) 109 (32.5%)
## HIT 60.8 (8.48) 59.4 (8.55) 65.0 (8.54) 57.2 (9.56) <0.001
## Headache Severity 5.74 (2.34) 5.36 (2.30) 6.89 (2.37) 5.03 (2.54) <0.001
## Sex: <0.001
## Female 92 (40.9%) 150 (50.8%) 37 (24.8%) 213 (63.6%)
## Male 133 (59.1%) 145 (49.2%) 112 (75.2%) 122 (36.4%)
## PHQ 2.55 (1.74) 2.30 (1.91) 3.47 (1.75) 1.81 (1.95) <0.001
## Cognetive 1.55 (1.07) 1.12 (0.98) 2.27 (1.10) 0.94 (1.03) <0.001
## Vestibular 1.41 (0.97) 1.15 (0.98) 2.31 (1.16) 0.91 (1.00) <0.001
## Alcohol: <0.001
## Non-drinker 59 (26.2%) 103 (34.9%) 18 (12.1%) 143 (42.7%)
## Heavy 49 (21.8%) 59 (20.0%) 73 (49.0%) 57 (17.0%)
## Moderate 117 (52.0%) 133 (45.1%) 58 (38.9%) 135 (40.3%)
## TBInumbers_cat: <0.001
## 0 0 (0.00%) 0 (0.00%) 0 (0.00%) 335 (100%)
## 1 30 (13.3%) 95 (32.2%) 11 (7.38%) 0 (0.00%)
## 2 50 (22.2%) 94 (31.9%) 8 (5.37%) 0 (0.00%)
## 3 35 (15.6%) 38 (12.9%) 18 (12.1%) 0 (0.00%)
## 4 17 (7.56%) 16 (5.42%) 11 (7.38%) 0 (0.00%)
## 4-8 61 (27.1%) 36 (12.2%) 42 (28.2%) 0 (0.00%)
## 9+ 32 (14.2%) 16 (5.42%) 59 (39.6%) 0 (0.00%)
## GAD_2: <0.001
## No Depression 114 (50.7%) 176 (59.7%) 50 (33.6%) 225 (67.2%)
## Depression 111 (49.3%) 119 (40.3%) 99 (66.4%) 110 (32.8%)
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯TBI variables
| Overall (N=1004) |
|
|---|---|
| TBInumbers | |
| Mean (SD) | 3.15 (4.24) |
| Median [Min, Max] | 2.00 [0, 27.0] |
Headache Charactersitics
| No TBI (N=335) |
TBI (N=669) |
Overall (N=1004) |
|
|---|---|---|---|
| family_history_two | |||
| No | 121 (36.1%) | 134 (20.0%) | 255 (25.4%) |
| Yes | 214 (63.9%) | 535 (80.0%) | 749 (74.6%) |
| headache_hypersensitivity | |||
| 1-4 times | 137 (40.9%) | 315 (47.1%) | 452 (45.0%) |
| 10+ times | 43 (12.8%) | 89 (13.3%) | 132 (13.1%) |
| 5-9 times | 36 (10.7%) | 110 (16.4%) | 146 (14.5%) |
| Never | 119 (35.5%) | 155 (23.2%) | 274 (27.3%) |
| any_headache_time | |||
| at least 3 months | 76 (22.7%) | 233 (34.8%) | 309 (30.8%) |
| more than 6 months | 31 (9.3%) | 110 (16.4%) | 141 (14.0%) |
| Never | 138 (41.2%) | 217 (32.4%) | 355 (35.4%) |
| No | 90 (26.9%) | 109 (16.3%) | 199 (19.8%) |
| days_migraine_num | |||
| Mean (SD) | 3.92 (5.14) | 7.06 (7.75) | 6.01 (7.14) |
| Median [Min, Max] | 3.00 [0, 30.0] | 5.00 [0, 30.0] | 3.00 [0, 30.0] |
| days_other_headache_num | |||
| Mean (SD) | 4.09 (5.33) | 7.39 (7.80) | 6.29 (7.24) |
| Median [Min, Max] | 3.00 [0, 30.0] | 5.00 [0, 30.0] | 4.00 [0, 30.0] |
Mild |
Mild TBI without LOC |
Moderate/Severe |
No TBI |
Overall |
||
|---|---|---|---|---|---|---|
| TBI (N=225) |
TBI (N=295) |
TBI (N=149) |
No TBI (N=335) |
No TBI (N=335) |
TBI (N=669) |
|
| family_history_two | ||||||
| No | 40 (17.8%) | 79 (26.8%) | 15 (10.1%) | 121 (36.1%) | 121 (36.1%) | 134 (20.0%) |
| Yes | 185 (82.2%) | 216 (73.2%) | 134 (89.9%) | 214 (63.9%) | 214 (63.9%) | 535 (80.0%) |
| headache_hypersensitivity | ||||||
| 1-4 times | 112 (49.8%) | 128 (43.4%) | 75 (50.3%) | 137 (40.9%) | 137 (40.9%) | 315 (47.1%) |
| 10+ times | 26 (11.6%) | 53 (18.0%) | 10 (6.7%) | 43 (12.8%) | 43 (12.8%) | 89 (13.3%) |
| 5-9 times | 34 (15.1%) | 31 (10.5%) | 45 (30.2%) | 36 (10.7%) | 36 (10.7%) | 110 (16.4%) |
| Never | 53 (23.6%) | 83 (28.1%) | 19 (12.8%) | 119 (35.5%) | 119 (35.5%) | 155 (23.2%) |
| any_headache_time | ||||||
| at least 3 months | 85 (37.8%) | 81 (27.5%) | 67 (45.0%) | 76 (22.7%) | 76 (22.7%) | 233 (34.8%) |
| more than 6 months | 31 (13.8%) | 35 (11.9%) | 44 (29.5%) | 31 (9.3%) | 31 (9.3%) | 110 (16.4%) |
| Never | 75 (33.3%) | 121 (41.0%) | 21 (14.1%) | 138 (41.2%) | 138 (41.2%) | 217 (32.4%) |
| No | 34 (15.1%) | 58 (19.7%) | 17 (11.4%) | 90 (26.9%) | 90 (26.9%) | 109 (16.3%) |
| days_migraine_num | ||||||
| Mean (SD) | 6.33 (6.94) | 5.14 (6.05) | 12.0 (9.64) | 3.92 (5.14) | 3.92 (5.14) | 7.06 (7.75) |
| Median [Min, Max] | 5.00 [0, 30.0] | 3.00 [0, 30.0] | 10.0 [0, 30.0] | 3.00 [0, 30.0] | 3.00 [0, 30.0] | 5.00 [0, 30.0] |
| days_other_headache_num | ||||||
| Mean (SD) | 6.84 (7.07) | 5.65 (6.22) | 11.7 (9.85) | 4.09 (5.33) | 4.09 (5.33) | 7.39 (7.80) |
| Median [Min, Max] | 5.00 [0, 30.0] | 3.00 [0, 30.0] | 9.00 [0, 30.0] | 3.00 [0, 30.0] | 3.00 [0, 30.0] | 5.00 [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%) |
hist(PTH$TBInumbers)
PTH$TBInumbers<-as.numeric(PTH$TBInumbers)Analysis of Covariance(ANCOVA)
## Loading required package: mvtnorm## Loading required package: survival## Loading required package: TH.data## Loading required package: MASS##
## Attaching package: 'MASS'## The following object is masked from 'package:gtsummary':
##
## select## 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) | 163994.0058 | 1 | 2324.6404928 | 0.0000000 |
| TBI_severity_finalcc | 725.0563 | 3 | 3.4259287 | 0.0167103 |
| TBInumbers | 1833.6878 | 1 | 25.9928092 | 0.0000004 |
| Hospitalizatied | 250.6943 | 1 | 3.5536300 | 0.0597089 |
| Blows | 1067.5855 | 1 | 15.1331901 | 0.0001069 |
| Gender | 2984.7931 | 1 | 42.3099049 | 0.0000000 |
| Race | 877.1239 | 3 | 4.1444560 | 0.0062407 |
| education | 108.9495 | 3 | 0.5147922 | 0.6721643 |
| Alcohol | 240.7144 | 2 | 1.7060820 | 0.1821108 |
| age | 1076.7602 | 1 | 15.2632425 | 0.0000999 |
| Residuals | 69628.8670 | 987 | NA | NA |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 787.44369 | 1 | 149.7473563 | 0.0000000 |
| TBI_severity_finalcc | 60.50727 | 3 | 3.8355350 | 0.0095439 |
| TBInumbers | 89.26027 | 1 | 16.9745328 | 0.0000411 |
| Hospitalizatied | 47.85875 | 1 | 9.1012493 | 0.0026198 |
| Blows | 56.60095 | 1 | 10.7637451 | 0.0010713 |
| Gender | 206.73548 | 1 | 39.3146731 | 0.0000000 |
| Race | 10.17805 | 3 | 0.6451834 | 0.5860839 |
| education | 16.37394 | 3 | 1.0379386 | 0.3749018 |
| Alcohol | 51.46551 | 2 | 4.8935715 | 0.0076774 |
| age | 28.07361 | 1 | 5.3387294 | 0.0210621 |
| Residuals | 5190.12118 | 987 | NA | NA |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 48.6394327 | 1 | 52.9137932 | 0.0000000 |
| TBI_severity_finalcc | 30.3723935 | 3 | 11.0138246 | 0.0000004 |
| TBInumbers | 43.6770570 | 1 | 47.5153313 | 0.0000000 |
| Hospitalizatied | 0.5060583 | 1 | 0.5505300 | 0.4582778 |
| Blows | 27.6405976 | 1 | 30.0696119 | 0.0000001 |
| Gender | 9.7085014 | 1 | 10.5616700 | 0.0011936 |
| Race | 3.6384125 | 3 | 1.3193836 | 0.2666683 |
| education | 1.0262826 | 3 | 0.3721569 | 0.7731155 |
| Alcohol | 22.5337081 | 2 | 12.2569683 | 0.0000055 |
| age | 8.3873113 | 1 | 9.1243757 | 0.0025872 |
| Residuals | 907.2704333 | 987 | NA | NA |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 17.667382 | 1 | 20.894594 | 0.0000055 |
| TBI_severity_finalcc | 28.686815 | 3 | 11.308964 | 0.0000003 |
| TBInumbers | 38.106379 | 1 | 45.067080 | 0.0000000 |
| Hospitalizatied | 4.719861 | 1 | 5.582015 | 0.0183390 |
| Blows | 35.523859 | 1 | 42.012824 | 0.0000000 |
| Gender | 5.651988 | 1 | 6.684408 | 0.0098684 |
| Race | 2.700152 | 3 | 1.064458 | 0.3632723 |
| education | 6.471348 | 3 | 2.551146 | 0.0543647 |
| Alcohol | 23.668349 | 2 | 13.995864 | 0.0000010 |
| age | 3.159342 | 1 | 3.736443 | 0.0535234 |
| Residuals | 834.555856 | 987 | NA | NA |
##
## Simultaneous Tests for General Linear Hypotheses
##
## Fit: aov(formula = Vestibular ~ TBI_severity_finalcc + TBInumbers +
## Hospitalizatied + Blows + Gender + Race + education + Alcohol +
## age, data = PTH)
##
## Linear Hypotheses:
## Estimate Std. Error t value
## (Intercept) == 0 0.634060 0.138712 4.571
## TBI_severity_finalccMild TBI without LOC == 0 -0.066961 0.085294 -0.785
## TBI_severity_finalccModerate/Severe == 0 0.472924 0.103129 4.586
## TBI_severity_finalccNo TBI == 0 0.137377 0.110904 1.239
## TBInumbers == 0 0.062711 0.009341 6.713
## HospitalizatiedYes == 0 0.207438 0.087800 2.363
## BlowsYes == 0 0.440707 0.067992 6.482
## GenderMale == 0 -0.167839 0.064917 -2.585
## RaceBlack == 0 -0.058852 0.094337 -0.624
## RaceHispanic == 0 0.118714 0.110874 1.071
## RaceMixed == 0 -0.148798 0.126327 -1.178
## educationLess than High School == 0 0.218923 0.125948 1.738
## educationMore than College == 0 0.014684 0.079665 0.184
## educationSome College == 0 0.170787 0.080384 2.125
## AlcoholHeavy == 0 0.451202 0.085954 5.249
## AlcoholModerate == 0 0.157824 0.071521 2.207
## age == 0 -0.002884 0.001492 -1.933
## Pr(>|t|)
## (Intercept) == 0 <0.001 ***
## TBI_severity_finalccMild TBI without LOC == 0 1.000
## TBI_severity_finalccModerate/Severe == 0 <0.001 ***
## TBI_severity_finalccNo TBI == 0 0.970
## TBInumbers == 0 <0.001 ***
## HospitalizatiedYes == 0 0.250
## BlowsYes == 0 <0.001 ***
## GenderMale == 0 0.144
## RaceBlack == 0 1.000
## RaceHispanic == 0 0.992
## RaceMixed == 0 0.981
## educationLess than High School == 0 0.720
## educationMore than College == 0 1.000
## educationSome College == 0 0.408
## AlcoholHeavy == 0 <0.001 ***
## AlcoholModerate == 0 0.349
## age == 0 0.562
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 278.4030319 | 1 | 90.2782749 | 0.0000000 |
| TBI_severity_finalcc | 22.3499198 | 3 | 2.4158169 | 0.0650726 |
| TBInumbers | 76.4328886 | 1 | 24.7850366 | 0.0000008 |
| Hospitalizatied | 0.1116799 | 1 | 0.0362147 | 0.8491120 |
| Blows | 78.6039454 | 1 | 25.4890493 | 0.0000005 |
| Gender | 46.9181222 | 1 | 15.2142278 | 0.0001025 |
| Race | 15.0622392 | 3 | 1.6280869 | 0.1812070 |
| education | 5.2997015 | 3 | 0.5728481 | 0.6329573 |
| Alcohol | 28.7033804 | 2 | 4.6538496 | 0.0097349 |
| age | 62.6256625 | 1 | 20.3077414 | 0.0000074 |
| Residuals | 3043.7421700 | 987 | NA | NA |
fit1=lm(HIT~TBI_severity_finalcc+TBInumbers_cat+Blows+Gender+Race+education+Alcohol+age+GAD,PTH)
#fit2=lm(pain_level~TBI_severity_finalcc+TBInumbers+Blows+Gender+Race+education+Alcohol+age+GAD,PTH)
fit3=lm(Cognetive~TBI_severity_finalcc+TBInumbers_cat+Blows+Gender+Race+education+Alcohol+age+GAD,PTH)
fit4=lm(Vestibular~TBI_severity_finalcc+TBInumbers_cat+Blows+Gender+Race+education+Alcohol+age+GAD,PTH)
fit5=lm(PHQ~TBI_severity_finalcc+TBInumbers_cat+Blows+Gender+Race+education+Alcohol+age+GAD,PTH)
tab_model(fit1, fit3, fit4, fit5)## Warning: Model matrix is rank deficient. Parameters TBInumbers_cat9+ were not
## estimable.
## Warning: Model matrix is rank deficient. Parameters TBInumbers_cat9+ were not
## estimable.
## Warning: Model matrix is rank deficient. Parameters TBInumbers_cat9+ were not
## estimable.
## Warning: Model matrix is rank deficient. Parameters TBInumbers_cat9+ were not
## estimable.| Â | HIT | Cognetive | Vestibular | PHQ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Predictors | Estimates | CI | p | Estimates | CI | p | Estimates | CI | p | Estimates | CI | p |
| (Intercept) | 60.53 | 57.64 – 63.43 | <0.001 | 0.88 | 0.57 – 1.19 | <0.001 | 0.76 | 0.44 – 1.08 | <0.001 | 0.88 | 0.45 – 1.30 | <0.001 |
| TBI_severity_finalccMild TBI without LOC | -0.15 | -1.56 – 1.26 | 0.832 | -0.16 | -0.31 – -0.00 | 0.043 | -0.01 | -0.17 – 0.14 | 0.885 | 0.15 | -0.06 – 0.35 | 0.160 |
| TBI_severity_finalccModerate/Severe | 2.14 | 0.43 – 3.85 | 0.014 | 0.29 | 0.10 – 0.47 | 0.002 | 0.44 | 0.26 – 0.63 | <0.001 | 0.19 | -0.06 – 0.44 | 0.135 |
| TBI_severity_finalccNo TBI | -4.65 | -6.77 – -2.52 | <0.001 | -0.64 | -0.87 – -0.41 | <0.001 | -0.56 | -0.79 – -0.32 | <0.001 | -0.45 | -0.76 – -0.14 | 0.005 |
| TBInumbers_cat1 | -4.44 | -6.71 – -2.16 | <0.001 | -0.59 | -0.83 – -0.34 | <0.001 | -0.70 | -0.94 – -0.45 | <0.001 | -0.52 | -0.85 – -0.19 | 0.002 |
| TBInumbers_cat2 | -2.88 | -5.05 – -0.72 | 0.009 | -0.55 | -0.78 – -0.31 | <0.001 | -0.46 | -0.70 – -0.23 | <0.001 | -0.44 | -0.75 – -0.12 | 0.007 |
| TBInumbers_cat3 | -3.02 | -5.31 – -0.74 | 0.010 | -0.46 | -0.70 – -0.21 | <0.001 | -0.53 | -0.78 – -0.28 | <0.001 | -0.38 | -0.72 – -0.05 | 0.024 |
| TBInumbers_cat4 | -2.10 | -4.91 – 0.72 | 0.144 | -0.25 | -0.55 – 0.05 | 0.106 | -0.24 | -0.55 – 0.06 | 0.120 | -0.55 | -0.96 – -0.14 | 0.009 |
| TBInumbers_cat4-8 | -2.45 | -4.46 – -0.43 | 0.017 | -0.23 | -0.45 – -0.02 | 0.034 | -0.24 | -0.46 – -0.02 | 0.033 | -0.32 | -0.61 – -0.02 | 0.035 |
| BlowsYes | 1.35 | 0.20 – 2.50 | 0.021 | 0.22 | 0.10 – 0.34 | 0.001 | 0.31 | 0.18 – 0.43 | <0.001 | 0.21 | 0.04 – 0.37 | 0.017 |
| Gender: Male | -2.38 | -3.46 – -1.29 | <0.001 | -0.01 | -0.13 – 0.10 | 0.803 | -0.00 | -0.12 – 0.12 | 0.972 | 0.07 | -0.09 – 0.23 | 0.390 |
| Race: Black | -2.45 | -4.00 – -0.89 | 0.002 | -0.01 | -0.17 – 0.16 | 0.944 | -0.04 | -0.21 – 0.13 | 0.623 | -0.00 | -0.23 – 0.23 | 0.986 |
| Race: Hispanic | -1.14 | -2.98 – 0.70 | 0.225 | -0.22 | -0.42 – -0.02 | 0.031 | -0.00 | -0.20 – 0.20 | 0.976 | -0.06 | -0.33 – 0.21 | 0.661 |
| Race: Mixed | -2.15 | -4.23 – -0.06 | 0.044 | -0.24 | -0.46 – -0.01 | 0.037 | -0.13 | -0.35 – 0.10 | 0.275 | -0.09 | -0.39 – 0.22 | 0.568 |
| educationLess than High School | -0.52 | -2.60 – 1.56 | 0.624 | 0.21 | -0.02 – 0.43 | 0.071 | 0.32 | 0.09 – 0.55 | 0.006 | 0.33 | 0.03 – 0.64 | 0.031 |
| educationMore than College | -0.19 | -1.51 – 1.13 | 0.777 | 0.09 | -0.06 – 0.23 | 0.236 | 0.06 | -0.08 – 0.21 | 0.383 | -0.01 | -0.20 – 0.18 | 0.924 |
| educationSome College | -0.07 | -1.40 – 1.26 | 0.922 | 0.16 | 0.01 – 0.30 | 0.032 | 0.23 | 0.09 – 0.38 | 0.002 | 0.07 | -0.13 – 0.26 | 0.499 |
| Alcohol: Heavy | 0.74 | -0.69 – 2.16 | 0.312 | 0.33 | 0.18 – 0.49 | <0.001 | 0.37 | 0.21 – 0.52 | <0.001 | 0.13 | -0.07 – 0.34 | 0.206 |
| Alcohol: Moderate | 0.24 | -0.94 – 1.42 | 0.688 | 0.14 | 0.01 – 0.27 | 0.032 | 0.12 | -0.01 – 0.25 | 0.067 | -0.05 | -0.23 – 0.12 | 0.541 |
| age | -0.03 | -0.05 – -0.00 | 0.028 | -0.00 | -0.00 – 0.00 | 0.434 | -0.00 | -0.00 – 0.00 | 0.985 | -0.00 | -0.01 – 0.00 | 0.086 |
| GAD | 1.88 | 1.61 – 2.14 | <0.001 | 0.27 | 0.24 – 0.30 | <0.001 | 0.21 | 0.18 – 0.24 | <0.001 | 0.74 | 0.70 – 0.78 | <0.001 |
| Observations | 1004 | 1004 | 1004 | 1004 | ||||||||
| R2 / R2 adjusted | 0.313 / 0.299 | 0.472 / 0.461 | 0.435 / 0.423 | 0.667 / 0.661 | ||||||||
# install.packages("gtsummary")
#tbl_regression(fit1)
PTH$GAD## [1] 0 3 0 2 6 0 0 1 0 4 6 1 0 6 0 1 5 0 6 5 4 5 2 0 1 2 0 1 6 1 1 4 0 4 4 3 2
## [38] 4 6 0 0 1 0 4 4 6 6 3 2 2 0 0 1 2 0 4 2 4 1 0 4 0 3 3 5 1 0 0 4 6 4 4 0 2
## [75] 3 0 2 4 0 0 2 0 4 0 2 2 0 0 6 2 1 0 0 2 0 2 4 4 6 2 4 4 5 1 3 2 3 2 0 4 0
## [112] 0 4 0 4 4 3 3 4 5 0 0 1 2 0 0 2 1 0 0 0 0 2 0 0 4 2 3 3 4 0 6 1 3 3 4 0 0
## [149] 0 6 0 0 1 0 2 0 0 4 3 2 6 3 3 5 4 4 0 0 1 6 0 4 6 4 2 4 0 0 0 4 2 0 0 0 6
## [186] 6 3 4 2 2 0 2 2 6 4 6 4 2 2 0 3 0 0 1 4 3 4 0 0 0 2 4 3 5 1 2 2 2 0 6 2 5
## [223] 2 6 5 3 6 4 3 1 6 6 3 4 0 2 3 4 1 0 4 1 4 0 2 6 3 4 0 5 0 0 0 2 3 4 6 3 2
## [260] 5 0 4 3 5 3 6 5 3 1 1 2 5 2 0 2 2 4 1 1 1 3 1 4 0 1 0 0 1 0 0 0 4 2 5 3 3
## [297] 0 2 1 0 3 2 0 1 0 5 0 1 1 0 2 4 2 0 6 1 4 0 3 5 0 5 5 3 6 2 3 0 4 2 0 1 1
## [334] 2 4 2 1 6 3 6 4 0 0 3 2 4 3 3 4 0 1 0 4 6 0 4 2 1 2 1 2 1 0 0 2 4 1 0 4 0
## [371] 0 5 2 1 2 6 4 0 0 0 1 0 0 1 1 6 3 2 2 1 5 2 3 5 2 2 0 3 0 2 5 4 4 4 0 0 5
## [408] 3 3 4 3 2 3 6 1 1 2 2 0 1 2 0 1 2 0 2 0 0 3 0 5 1 0 0 3 0 3 0 2 4 0 2 2 3
## [445] 2 5 2 4 0 4 2 3 2 2 2 0 3 3 3 2 4 0 6 2 3 1 2 5 0 6 3 1 6 4 3 6 3 3 0 3 6
## [482] 2 1 6 5 6 2 2 0 4 1 2 0 0 4 2 0 2 2 2 6 0 6 3 2 2 2 0 3 5 2 6 6 5 0 0 4 3
## [519] 6 0 6 4 2 0 0 4 5 0 1 3 0 1 4 0 3 3 1 2 1 6 2 5 2 6 0 2 0 0 5 1 0 4 3 0 2
## [556] 4 2 0 0 4 0 1 6 1 4 2 6 6 3 1 4 3 0 0 4 3 6 2 6 1 2 1 5 4 4 4 2 1 6 0 6 2
## [593] 4 2 1 1 4 6 3 0 0 0 2 2 2 1 3 2 3 2 5 3 6 0 3 4 2 2 1 4 0 0 6 2 0 0 2 0 0
## [630] 6 4 5 2 3 1 0 6 3 6 4 1 3 3 1 0 5 2 6 0 6 3 6 4 3 0 4 6 0 0 0 2 0 0 4 3 4
## [667] 2 3 3 4 4 2 6 3 0 0 2 0 4 2 2 6 1 0 0 1 6 1 1 0 6 4 0 2 4 3 3 0 1 0 4 6 6
## [704] 4 6 4 4 2 0 2 0 2 4 6 4 4 5 3 2 0 6 6 2 6 2 2 2 6 2 6 2 6 6 1 6 0 4 0 4 5
## [741] 3 6 0 0 4 1 0 4 6 1 0 2 2 0 1 3 2 3 4 6 5 5 0 1 1 6 0 4 2 2 0 0 2 0 4 4 1
## [778] 2 6 2 0 0 3 3 3 0 0 1 1 0 2 0 0 2 0 0 2 1 2 4 0 0 0 0 4 4 4 2 2 0 4 3 2 4
## [815] 5 6 2 6 2 0 0 4 6 6 5 0 4 1 2 5 4 4 4 6 2 2 3 5 3 3 6 0 0 3 2 3 2 4 2 3 4
## [852] 3 0 1 2 3 4 4 0 4 3 5 0 0 4 4 3 0 2 3 0 1 3 4 3 2 0 2 0 0 1 0 2 0 1 3 4 0
## [889] 2 1 6 3 4 1 2 6 4 3 5 4 2 2 0 4 1 1 0 2 6 0 1 3 1 2 0 2 2 2 0 0 1 0 0 0 6
## [926] 4 2 2 0 3 1 0 2 4 0 4 3 0 2 2 1 0 0 6 3 1 4 2 3 3 0 2 2 2 2 3 2 4 1 5 0 3
## [963] 4 3 6 1 3 2 2 6 0 6 0 5 3 6 6 6 2 0 2 4 4 0 5 0 0 0 6 0 3 0 0 0 0 4 3 1 2
## [1000] 0 3 6 3 2#fit1 %>%
#tbl_regression(
#pvalue_fun = ~style_pvalue(.x, digits = 2),
#) %>%
#bold_p(t = 0.10) %>%
#bold_labels() %>%
#italicize_levels()
#tab_model(fit1, fit2, fit3, fit4, fit5)
#set_gtsummary_theme(theme_gtsummary_compact(set_theme = TRUE))
#t1 <- tbl_regression(fit1) %>% bold_p() #t1 is just an object containing the model output.
#t2 <- tbl_regression(fit2) %>% bold_p()
#theme_gtsummary_compact()
#t1
fit6=lm(HIT~TBI_severity_finalcc+TBInumbers+Blows,PTH)
fit7=lm(pain_level~TBI_severity_finalcc+TBInumbers+Blows,PTH)
fit8=lm(Cognetive~TBI_severity_finalcc+TBInumbers+Blows,PTH)
fit9=lm(Vestibular~TBI_severity_finalcc+TBInumbers+Blows,PTH)
fit10=lm(PHQ~TBI_severity_finalcc+TBInumbers+Blows,PTH)
tab_model(fit6, fit7, fit8, fit9, fit10)| Â | HIT | Headache Severity | Cognetive | Vestibular | PHQ | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Predictors | Estimates | CI | p | Estimates | CI | p | Estimates | CI | p | Estimates | CI | p | Estimates | CI | p |
| (Intercept) | 57.47 | 55.96 – 58.98 | <0.001 | 4.91 | 4.50 – 5.32 | <0.001 | 0.92 | 0.75 – 1.09 | <0.001 | 0.73 | 0.56 – 0.89 | <0.001 | 1.66 | 1.35 – 1.97 | <0.001 |
|
TBI severity finalcc [Mild TBI without LOC] |
-0.58 | -2.12 – 0.96 | 0.458 | -0.16 | -0.57 – 0.26 | 0.466 | -0.26 | -0.43 – -0.09 | 0.003 | -0.09 | -0.26 – 0.07 | 0.277 | -0.03 | -0.35 – 0.29 | 0.848 |
|
TBI severity finalcc [Moderate/Severe] |
2.44 | 0.57 – 4.32 | 0.011 | 0.74 | 0.23 – 1.25 | 0.005 | 0.42 | 0.21 – 0.64 | <0.001 | 0.58 | 0.38 – 0.78 | <0.001 | 0.50 | 0.11 – 0.89 | 0.011 |
|
TBI severity finalcc [No TBI] |
-0.92 | -2.60 – 0.77 | 0.287 | -0.03 | -0.49 – 0.43 | 0.891 | -0.12 | -0.31 – 0.07 | 0.229 | 0.02 | -0.16 – 0.20 | 0.830 | -0.07 | -0.42 – 0.28 | 0.705 |
| TBInumbers | 0.40 | 0.23 – 0.57 | <0.001 | 0.10 | 0.06 – 0.15 | <0.001 | 0.07 | 0.05 – 0.09 | <0.001 | 0.07 | 0.05 – 0.09 | <0.001 | 0.09 | 0.05 – 0.12 | <0.001 |
| Blows [Yes] | 2.22 | 1.02 – 3.43 | <0.001 | 0.50 | 0.17 – 0.82 | 0.003 | 0.46 | 0.32 – 0.59 | <0.001 | 0.53 | 0.40 – 0.66 | <0.001 | 0.71 | 0.46 – 0.96 | <0.001 |
| Observations | 1004 | 1004 | 1004 | 1004 | 1004 | ||||||||||
| R2 / R2 adjusted | 0.116 / 0.111 | 0.095 / 0.090 | 0.253 / 0.249 | 0.285 / 0.281 | 0.141 / 0.137 | ||||||||||
# https://rpubs.com/lindangulopez/708163## Blows TBI_severity_finalcc TBInumbers
## Blows 1.0000000 0.3786597 0.4099976
## TBI_severity_finalcc 0.3786597 1.0000000 0.6309605
## TBInumbers 0.4099976 0.6309605 1.0000000##
## Attaching package: 'reshape'## The following objects are masked from 'package:tidyr':
##
## expand, smiths## The following object is masked from 'package:dplyr':
##
## rename## The following object is masked from 'package:data.table':
##
## melt## Warning in type.convert.default(X[[i]], ...): 'as.is' should be specified by the
## caller; using TRUE
## Warning in type.convert.default(X[[i]], ...): 'as.is' should be specified by the
## caller; using TRUE## X1 X2 value
## 1 Blows Blows 1.0000000
## 2 TBI_severity_finalcc Blows 0.3786597
## 3 TBInumbers Blows 0.4099976
## 4 Blows TBI_severity_finalcc 0.3786597
## 5 TBI_severity_finalcc TBI_severity_finalcc 1.0000000
## 6 TBInumbers TBI_severity_finalcc 0.6309605
## Warning in type.convert.default(X[[i]], ...): 'as.is' should be specified by the
## caller; using TRUE
## Warning in type.convert.default(X[[i]], ...): 'as.is' should be specified by the
## caller; using TRUE
```
https://biostats.w.uib.no/creating-a-multiple-pie-donut-chart/