Fundamental Analysis of the Ages of Children and Road Structures Involved in Traffic Accidents
Abstract
:1. Introduction
2. Materials and Methods
2.1. Traffic Accident Data Used
2.2. Analysis Method
3. Results and Discussion
3.1. Trends of Traffic Accidents Involving Children Depending on the Road Shape
3.2. Trends of Traffic Accidents Involving Children According to the Number of Lanes
3.3. Trends of Traffic Accidents Involving Children with Respect to the Sidewalk/Road Division
3.4. Trends of Traffic Accidents Involving Children According to the Speed Limit
3.5. Road Structures in Which Traffic Accidents That Involve Children Occur
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Population: | 1,132,526 (persons) |
Area: | 4186.21 km2 |
Population density: | 270.5 person/km2 |
Population ratio of children: | 12.1% (0–14 years old) |
Age Division | Single Road Part | Intersection | Other | All Accidents (Cases) | ||
---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 56.96% | 0.0000 ** | 22.03% | 0.0000 ** | 21.01% | 395 |
Lower elementary school | 53.53% | 0.0000 ** | 30.75% | 0.0119 * | 15.72% | 439 |
Middle elementary school | 53.62% | 0.0002 ** | 30.92% | 0.0887 | 15.46% | 207 |
Higher elementary school | 44.53% | 0.3802 | 46.09% | 0.0287 * | 9.38% | 128 |
Junior high school | 42.95% | 0.5695 | 44.23% | 0.0532 | 12.82% | 156 |
All ages | 40.69% | 1.0000 | 36.69% | 1.0000 | 22.62% | 7754 |
Age Division | Single Road Part | Intersection | Other | All Accidents (Cases) | ||
---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 25.00% | 0.9361 | 52.78% | 0.1257 | 22.22% | 144 |
Lower elementary school | 20.39% | 0.0252 * | 59.46% | 0.8828 | 20.15% | 407 |
Middle elementary school | 20.91% | 0.0478 * | 64.23% | 0.0406 * | 14.86% | 397 |
Higher elementary school | 16.94% | 0.0001 ** | 66.82% | 0.0014 ** | 16.24% | 431 |
Junior high school | 23.24% | 0.1186 | 62.28% | 0.0321 * | 14.47% | 1209 |
All ages | 25.29% | 1.0000 | 59.09% | 1.0000 | 15.61% | 11,035 |
Age Division | One Lane | Two Lanes | Four Lanes or More | All Accidents (Cases) | |||
---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | ||
Pre-schooler | 33.33% | 0.0078 ** | 65.33% | 0.9173 | 1.33% | 0.0001 ** | 225 |
Lower elementary school | 28.09% | 0.3434 | 70.21% | 0.1565 | 1.70% | 0.0001 ** | 235 |
Middle elementary school | 31.53% | 0.1383 | 66.67% | 0.8285 | 1.80% | 0.0082 ** | 111 |
Higher elementary school | 19.30% | 0.3014 | 75.44% | 0.1234 | 5.26% | 0.3234 | 57 |
Junior high school | 19.40% | 0.2716 | 76.12% | 0.0743 | 4.48% | 0.1959 | 67 |
All ages | 25.29% | 1.0000 | 65.67% | 1.0000 | 9.03% | 1.0000 | 3155 |
Age Division | 1 × 1 Lane | 2 × 1 Lane | 2 × 2 Lane | 2 × 4 Lane | 4 × 4 Lane | Other | All Accidents (Cases) | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 13.79% | 0.2352 | 28.74% | 0.0001 ** | 40.23% | 0.9288 | 3.45% | 0.1450 | 2.30% | 0.0073 ** | 11.49% | 87 |
Lower elementary school | 20.00% | 0.0002 ** | 20.74% | 0.0295 * | 42.96% | 0.4569 | 3.70% | 0.0898 | 2.22% | 0.0008 ** | 10.37% | 135 |
Middle elementary school | 23.44% | 0.0004 ** | 17.19% | 0.4721 | 29.69% | 0.1033 | 4.69% | 0.3790 | 7.81% | 0.2692 | 17.19% | 64 |
Higher elementary school | 15.25% | 0.1762 | 20.34% | 0.1684 | 38.98% | 0.9047 | 3.39% | 0.2224 | 11.86% | 0.9364 | 10.17% | 59 |
Junior high school | 13.04% | 0.3913 | 14.49% | 0.9119 | 49.28% | 0.1106 | 5.80% | 0.5704 | 7.25% | 0.2692 | 10.14% | 69 |
All ages | 9.91% | 1.0000 | 14.02% | 1.0000 | 39.75% | 1.0000 | 7.63% | 1.0000 | 11.53% | 1.0000 | 17.15% | 2845 |
Age Division | One Lane | Two Lanes | Four Lanes or More | All Accidents (Cases) | |||
---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | ||
Pre-schooler | 41.67% | 0.0032 ** | 55.56% | 0.3736 | 2.78% | 0.0316 * | 36 |
Lower elementary school | 42.17% | 0.0000 ** | 56.63% | 0.2541 | 1.20% | 0.0003 ** | 83 |
Middle elementary school | 37.35% | 0.0005 ** | 55.42% | 0.1726 | 7.23% | 0.0320 * | 83 |
Higher elementary school | 26.03% | 0.3332 | 63.01% | 0.9665 | 10.96% | 0.2522 | 73 |
Junior high school | 14.95% | 0.0120 * | 70.46% | 0.0107 * | 14.59% | 0.5637 | 281 |
All ages | 21.32% | 1.0000 | 62.77% | 1.0000 | 15.91% | 1.0000 | 2791 |
Age Division | 1 × 1 Lane | 1 × 2 Lane | 2 × 1 Lane | 2 × 2 Lane | 4 × 4 Lane | Other | All Accidents (Cases) | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 43.42% | 0.0000 ** | 2.63% | 0.0165 * | 19.74% | 0.1403 | 21.05% | 0.0460 * | 0.00% | 0.0129 * | 13.16% | 76 |
Lower elementary school | 31.40% | 0.0000 ** | 4.13% | 0.0004 ** | 27.69% | 0.0000 ** | 23.97% | 0.0104 * | 2.07% | 0.0014 ** | 10.74% | 242 |
Middle elementary school | 32.94% | 0.0000 ** | 6.27% | 0.0112 * | 21.57% | 0.0005 ** | 26.27% | 0.0645 | 1.96% | 0.0008 ** | 10.98% | 255 |
Higher elementary school | 24.65% | 0.0115 * | 10.07% | 0.4926 | 21.53% | 0.0003 ** | 28.82% | 0.2938 | 3.47% | 0.0099 ** | 11.46% | 288 |
Junior high school | 16.87% | 0.2214 | 11.16% | 0.8549 | 14.21% | 0.7855 | 36.12% | 0.0153 * | 6.77% | 0.4541 | 14.87% | 753 |
All ages | 18.69% | 1.0000 | 11.38% | 1.0000 | 13.85% | 1.0000 | 31.76% | 1.0000 | 7.53% | 1.0000 | 16.79% | 6521 |
Age Division | Guard Fence | Curb/Block | Roadside Strip | No Division | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | ||
Pre-schooler | 0.44% | 0.6233 | 38.67% | 0.0001 ** | 23.56% | 0.0177 * | 37.33% | 0.0225 * | 225 |
Lower elementary school | 0.00% | 0.1891 | 47.23% | 0.1686 | 21.28% | 0.1229 | 31.49% | 0.6496 | 235 |
Middle elementary school | 0.00% | 0.3667 | 45.05% | 0.1563 | 20.72% | 0.3512 | 34.23% | 0.3488 | 111 |
Higher elementary school | 0.00% | 0.4831 | 45.61% | 0.3476 | 15.79% | 0.7641 | 38.60% | 0.1652 | 57 |
Junior high school | 0.00% | 0.4551 | 58.21% | 0.3053 | 10.45% | 0.1407 | 31.34% | 0.8234 | 67 |
All ages | 0.73% | 1.0000 | 51.89% | 1.0000 | 17.31% | 1.0000 | 30.08% | 1.0000 | 3155 |
Age Division | Guard Fence | Curb/Block | Roadside Strip | No Division | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | ||
Pre-schooler | 1.15% | 0.8498 | 60.92% | 0.0001 ** | 11.49% | 0.4692 | 26.44% | 0.0000 ** | 87 |
Lower elementary school | 0.00% | 0.2555 | 63.70% | 0.0001 ** | 13.33% | 0.1086 | 22.96% | 0.0001 ** | 135 |
Middle elementary school | 0.00% | 0.4336 | 70.31% | 0.1276 | 12.50% | 0.3696 | 17.19% | 0.1661 | 64 |
Higher elementary school | 0.00% | 0.4522 | 66.10% | 0.0254 * | 8.47% | 0.8467 | 25.42% | 0.0011 ** | 59 |
Junior high school | 0.00% | 0.4162 | 73.91% | 0.3858 | 8.70% | 0.8840 | 17.39% | 0.1368 | 69 |
All ages | 0.95% | 1.0000 | 78.28% | 1.0000 | 9.21% | 1.0000 | 11.56% | 1.0000 | 2845 |
Age Division | Guard Fence | Curb/Block | Roadside Strip | No Division | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | ||
Pre-schooler | 0.00% | 0.5532 | 25.00% | 0.0000 ** | 30.56% | 0.0004 ** | 44.44% | 0.0003 ** | 36 |
Lower elementary school | 0.00% | 0.3680 | 33.73% | 0.0000 ** | 13.25% | 0.6151 | 53.01% | 0.0000 ** | 83 |
Middle elementary school | 1.20% | 0.8282 | 44.58% | 0.0000 ** | 15.66% | 0.2391 | 38.55% | 0.0000 ** | 83 |
Higher elementary school | 1.37% | 0.7301 | 52.05% | 0.0055 ** | 16.44% | 0.1901 | 30.14% | 0.0347 * | 73 |
Junior high school | 0.71% | 0.6727 | 72.60% | 0.0810 | 10.68% | 0.6914 | 16.01% | 0.1037 | 281 |
All ages | 0.97% | 1.0000 | 67.50% | 1.0000 | 11.47% | 1.0000 | 20.06% | 1.0000 | 2791 |
Age Division | Guard Fence | Curb/Block | Roadside Strip | No Division | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | ||
Pre-schooler | 0.00% | 0.4674 | 26.32% | 0.0000 ** | 14.47% | 0.4913 | 59.21% | 0.0000 ** | 76 |
Lower elementary school | 0.00% | 0.1948 | 32.64% | 0.0000 ** | 16.12% | 0.0479 * | 51.24% | 0.0000 ** | 242 |
Middle elementary school | 0.39% | 0.5698 | 29.80% | 0.0000 ** | 16.08% | 0.0444 * | 53.73% | 0.0000 ** | 255 |
Higher elementary school | 0.69% | 0.9930 | 44.79% | 0.0000 ** | 15.97% | 0.0379 * | 38.54% | 0.0000 ** | 288 |
Junior high school | 1.06% | 0.2553 | 57.64% | 0.0318 * | 12.35% | 0.7181 | 28.95% | 0.0580 | 753 |
All ages | 0.69% | 1.0000 | 61.66% | 1.0000 | 11.90% | 1.0000 | 25.75% | 1.0000 | 6521 |
Age Division | 30 km/h or Less | 40 km/h | 50 km/h | No Speed Limit | Other | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 20.00% | 0.0005 ** | 31.11% | 0.0400 * | 6.22% | 0.0007 ** | 41.78% | 0.0352 * | 0.89% | 225 |
Lower elementary school | 20.85% | 0.0001 ** | 39.57% | 0.6254 | 6.38% | 0.0007 ** | 32.77% | 0.5206 | 0.43% | 235 |
Middle elementary school | 16.22% | 0.1905 | 38.74% | 0.8700 | 5.41% | 0.0080 ** | 38.74% | 0.3964 | 0.90% | 111 |
Higher elementary school | 19.30% | 0.0988 | 42.11% | 0.5241 | 3.51% | 0.0204 * | 35.09% | 0.9682 | 0.00% | 57 |
Junior high school | 14.93% | 0.4797 | 40.30% | 0.6978 | 14.93% | 0.8840 | 29.85% | 0.3966 | 0.00% | 67 |
All ages | 12.08% | 1.0000 | 37.97% | 1.0000 | 14.29% | 1.0000 | 34.83% | 1.0000 | 0.82% | 3155 |
Age Division | 30 km/h or Less | 40 km/h | 50 km/h | No Speed Limit | Other | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 17.24% | 0.0024 ** | 36.78% | 0.0841 | 12.64% | 0.2539 | 33.33% | 0.2739 | 0.00% | 87 |
Lower elementary school | 17.78% | 0.0001 ** | 45.19% | 0.8259 | 12.59% | 0.1534 | 24.44% | 0.3705 | 0.00% | 135 |
Middle elementary school | 17.19% | 0.0090 ** | 45.31% | 0.8941 | 15.63% | 0.7215 | 21.88% | 0.2813 | 0.00% | 64 |
Higher elementary school | 8.47% | 0.9134 | 32.20% | 0.0333 * | 20.34% | 0.5460 | 38.98% | 0.0630 | 0.00% | 59 |
Junior high school | 4.35% | 0.2582 | 53.62% | 0.2187 | 17.39% | 0.9892 | 23.19% | 0.3805 | 1.45% | 69 |
All ages | 8.08% | 1.0000 | 46.15% | 1.0000 | 17.33% | 1.0000 | 27.98% | 1.0000 | 0.46% | 2845 |
Age Division | 30 km/h or Less | 40 km/h | 50 km/h | No Speed Limit | Other | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 16.67% | 0.0293 * | 25.00% | 0.2864 | 5.56% | 0.0760 | 52.78% | 0.2069 | 0.00% | 36 |
Lower elementary school | 13.25% | 0.0361 * | 30.12% | 0.5286 | 2.41% | 0.0005 ** | 54.22% | 0.0307 * | 0.00% | 83 |
Middle elementary school | 14.46% | 0.0123 * | 34.94% | 0.7738 | 7.23% | 0.0230 * | 42.17% | 0.9788 | 1.20% | 83 |
Higher elementary school | 16.44% | 0.0028 ** | 32.88% | 0.9213 | 16.44% | 0.9727 | 34.25% | 0.1681 | 0.00% | 73 |
Junior high school | 6.76% | 0.8018 | 38.08% | 0.1164 | 16.37% | 0.9250 | 38.79% | 0.2539 | 0.00% | 281 |
All ages | 7.17% | 1.0000 | 33.43% | 1.0000 | 16.59% | 1.0000 | 42.31% | 1.0000 | 0.50% | 2791 |
Age Division | 30 km/h or Less | 40 km/h | 50 km/h | No Speed Limit | Other | All Accidents (Cases) | ||||
---|---|---|---|---|---|---|---|---|---|---|
Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | p-Value *: p < 0.05 **: p < 0.01 | Percentage | ||
Pre-schooler | 13.16% | 0.5250 | 31.58% | 0.4484 | 7.89% | 0.3540 | 46.05% | 0.5914 | 1.32% | 76 |
Lower elementary school | 19.01% | 0.0001 ** | 24.79% | 0.3263 | 5.79% | 0.0076 ** | 49.59% | 0.8936 | 0.83% | 242 |
Middle elementary school | 22.75% | 0.0000 ** | 21.18% | 0.0227 * | 5.10% | 0.0020 ** | 49.80% | 0.8374 | 1.18% | 255 |
Higher elementary school | 15.97% | 0.0070 ** | 28.82% | 0.6682 | 5.56% | 0.0024 ** | 48.96% | 0.9495 | 0.69% | 288 |
Junior high school | 10.36% | 0.6672 | 27.09% | 0.7392 | 10.23% | 0.3884 | 51.26% | 0.2722 | 1.06% | 753 |
All ages | 10.87% | 1.0000 | 27.66% | 1.0000 | 11.27% | 1.0000 | 49.15% | 1.0000 | 1.04% | 6521 |
Age Division | Road Shape | Number of Lanes | Sidewalk/Road Division | Speed Limit | |||
---|---|---|---|---|---|---|---|
Single Road Part | Intersection | Single Road Part | Intersection | Single Road Part | Intersection | ||
Pre-schooler | Single road part ** | 1 lane ** | 2 × 1 lane ** | Roadside strip * | No division ** | 30 km/h or less ** | 30 km/h or less ** |
Lower elementary school | Single road part ** | 2 lanes | 1 × 1 lane ** | Roadside strip | No division ** | 30 km/h or less ** | 30 km/h or less ** |
Middle elementary school | Single road part ** | 1 lane | 1 × 1 lane ** | No division | No division | 30 km/h or less | 30 km/h or less ** |
Higher elementary school | Intersection * | 2 lanes | 2 × 1 lane | No division | No division ** | 30 km/h or less | No speed limit |
Junior high school | Intersection | 2 lanes | 2 × 2 lane | Curb/block | No division | No speed limit | 40 km/h |
Age Division | Road Shape | Number of Lanes | Sidewalk/Road Division | Speed Limit | |||
---|---|---|---|---|---|---|---|
Single Road Part | Intersection | Single Road Part | Intersection | Single Road Part | Intersection | ||
Pre-schooler | Intersection | 1 lane ** | 1 × 1 lane ** | No division ** | No division ** | 30 km/h or less * | 40 km/h |
Lower elementary school | Intersection | 1 lane ** | 2 × 1 lane ** | No division ** | No division ** | No speed limit * | 30 km/h or less ** |
Middle elementary school | Intersection * | 1 lane ** | 1 × 1 lane ** | No division ** | No division ** | 30 km/h or less * | 30 km/h or less ** |
Higher elementary school | Intersection ** | 1 lane | 2 × 1 lane ** | No division * | No division ** | 30 km/h or less ** | 30 km/h or less ** |
Junior high school | Intersection * | 2 lanes * | 2 × 2 lane | Curb/block | No division | 40 km/h | No speed limit |
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Ohnishi, H.; Fujiu, M.; Morisaki, Y.; Takayama, J. Fundamental Analysis of the Ages of Children and Road Structures Involved in Traffic Accidents. Sustainability 2023, 15, 14572. https://doi.org/10.3390/su151914572
Ohnishi H, Fujiu M, Morisaki Y, Takayama J. Fundamental Analysis of the Ages of Children and Road Structures Involved in Traffic Accidents. Sustainability. 2023; 15(19):14572. https://doi.org/10.3390/su151914572
Chicago/Turabian StyleOhnishi, Hiroki, Makoto Fujiu, Yuma Morisaki, and Junichi Takayama. 2023. "Fundamental Analysis of the Ages of Children and Road Structures Involved in Traffic Accidents" Sustainability 15, no. 19: 14572. https://doi.org/10.3390/su151914572