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1.
Hum Factors ; 63(5): 772-787, 2021 08.
Article in English | MEDLINE | ID: mdl-33538624

ABSTRACT

OBJECTIVE: This paper aimed to investigate the robustness of driver cognitive workload detection based on electrocardiogram (ECG) when considering temporal variation and individual differences in cognitive workload. BACKGROUND: Cognitive workload is a critical component to be monitored for error prevention in human-machine systems. It may fluctuate instantaneously over time even in the same tasks and differ across individuals. METHOD: A driving simulation study was conducted to classify driver cognitive workload underlying four experimental conditions (baseline, N-back, texting, and N-back + texting distraction) in two repeated 1-hr blocks. Heart rate (HR) and heart rate variability (HRV) were compared among the experimental conditions and between the blocks. Random forests were built on HR and HRV to classify cognitive workload in different blocks and for different individuals. RESULTS: HR and HRV were significantly different between repeated blocks in the study, demonstrating the time-induced variation in cognitive workload. The performance of cognitive workload classification across blocks and across individuals was significantly improved after normalizing HR and HRV in each block by the corresponding baseline. CONCLUSION: The temporal variation and individual differences in cognitive workload affects ECG-based cognitive workload detection. But normalization approaches relying on the choice of appropriate baselines help compensate for the effects of temporal variation and individual differences. APPLICATION: The findings provide insight into the value and limitations of ECG-based driver cognitive workload monitoring during prolonged driving for individual drivers.


Subject(s)
Automobile Driving , Individuality , Automobile Driving/psychology , Cognition/physiology , Electrocardiography , Heart Rate/physiology , Humans , Workload
2.
Traffic Inj Prev ; 20(4): 406-412, 2019.
Article in English | MEDLINE | ID: mdl-31059290

ABSTRACT

Objective: Motorcycles and mopeds, often referred to as powered 2-wheelers (PTWs), play an important role in personal mobility worldwide. Despite their advantages, including low cost, space occupancy, and fuel efficiency, the risk of sustaining serious or fatal injuries is higher than that for occupants of passenger cars. The development of safety systems specific for PTWs represents a potential way to reduce casualties among riders. With the proliferation of new active and passive safety technologies, the question as to which might offer the most value is important. In this context, a prioritization process was applied to a set of PTW active safety systems to evaluate their applicability to crash scenarios alone and in combination. The systems included in the study were antilock braking (ABS), autonomous emergency braking (AEB), collision warning, curve warning, and curve assist. Methods: With the functional performance of the 5 safety systems established, the relevance of each system to specific crash configurations and vehicle movements defined by a standardized accident classification system used in Victoria, Australia, was rated by 2 independent reviewers, with a third reviewer acting as a moderator where disagreements occurred. Ratings ranged from 1 (definitely not applicable) to 4 (definitely applicable). Using population-based crash data, the number and percentage of crashes that each safety system could potentially influence, or be relevant for, was defined. Applying accepted injury costs permitted the derivation of the societal economic cost of PTW crashes and the potential reductions associated with each safety system given a theoretical crash avoidance effectiveness of 100%. Results: In the 12-year period 2000-2011, 23,955 PTW riders and 1292 pillion passengers were reported to have been involved in a road crash, with over 500 killed and more than 10,000 seriously injured; only 3.5% of riders/pillion passengers were uninjured. The total economic cost associated with these injured riders and pillion passengers was estimated to be AU$11.1 billion (US$7.70 billion; €6.67 billion). The 5 safety systems, as single solutions or in combination, were relevant to 57% of all crashes and to 74% of riders killed. Antilock braking was found to be relevant to the highest number of crashes, with incremental increases in coverage when combined with other safety systems. Conclusions: The findings demonstrate that ABS, alone and in combination with other safety systems, has the potential to mitigate or possibly prevent a high percentage of PTW crashes in the considered setting. Other safety systems can influence different crash scenarios and are also recommended. Given the high cost of motorcycle crashes and the increasing number of PTW safety technologies, the proposed approach can be used to inform the process of selection of the most suitable interventions to improve PTW safety.


Subject(s)
Accidents, Traffic/statistics & numerical data , Motorcycles/statistics & numerical data , Safety , Humans , Victoria
3.
Traffic Inj Prev ; 19(sup2): S1-S7, 2018.
Article in English | MEDLINE | ID: mdl-30557079

ABSTRACT

OBJECTIVE: Rural roads are characterized by hazardous roadsides and suboptimal geometry yet allow for high travel speeds and unfavorable impact angles. In Victoria, 25% of persons seriously injured and 52% of fatalities occur on rural roads, with 30% occurring at intersections. In the United States, almost twice the number of traffic fatalities occur in rural areas than in urban areas, while accounting for less than half of all vehicle miles traveled and 21% of the population. The choice of safety countermeasure is therefore paramount. Simulation software provides a cost-effective means of analyzing alternative intersection treatments with a view to identifying their effectiveness in mitigating crashes. The aim of this research was to assess the safety benefits of 4 alternative intersection treatments using in-depth crash data with an advanced crash reconstruction process. METHOD: Using a single serious injury real-world crash from the Monash University Accident Research Centre Enhanced Crash Investigation Study and crash reconstruction software, an exemplar rural crash was reconstructed and validated against real-world data. The crash involved a passenger vehicle (European New Car Assessment Programme 5-star) approaching from a minor road and failing to yield at a give-way sign; the posted speed limit was 80 km/h. The vehicle was struck on the right/driver side by a rigid truck (B-vehicle; 1990) traveling on the major approach (100 km/h). The driver of the case vehicle was seriously injured. Four alternative intersection treatments appropriate for the crash site were constructed in computer-aided design software (Rhinoceros Ver. 5): roundabout; rumble strips; a reduced speed limit; and the combination of lower speed limit and rumbles to determine the reduction in crash forces in the presence of the countermeasures. RESULTS: The hypothetical scenarios demonstrate substantial reductions in impact force and different points of impact, resulting in a significantly lower injury severity for the struck driver. Speed limit reduction to 80 km/h on the main approach (from 100 km/h) in combination with rumble strips on both intersection approaches had the most favorable outcome with the crash avoided entirely, assuming speed compliance. DISCUSSION: The findings have implications for understanding the role of speed in crashes and hence the design of effective countermeasures. Simulation software, validated using real-world data, provides a cost-effective means of evaluating alternative intersection treatments for rural intersections. Scaled up, implementing these treatments would have significant safety benefits and reduce the road trauma currently associated with rural roads.


Subject(s)
Accidents, Traffic/prevention & control , Automobile Driving , Computer Simulation , Humans , Software , Victoria
4.
Traffic Inj Prev ; 19(sup2): S20-S26, 2018.
Article in English | MEDLINE | ID: mdl-30540505

ABSTRACT

OBJECTIVE: Crash and injury surveillance studies have identified a range of rider-related factors, including age, sex, licensure, training and experience, as being associated with motorcycle crash risk. The aim of this study was to establish whether these previously identified factors were associated with crash involvement in an Australian-based population. METHODS: Data obtained from motorcyclists recruited from road authority licensing offices in a population-based survey design were analyzed. In addition to descriptive analysis, survey logistic regression was used to examine predictors of self-reported motorcycle crashes. A statewide population prevalence study of motorcyclists in New South Wales, Australia, was conducted using a multistage stratified random sampling plan. Participants (n = 503) represented 47% of eligible riders invited to participate. The distribution of responses was weighted to represent the population based on motorcycle registrations as a proxy for active motorcyclists, adjusted for age, sex, and variations in sample size and population density between survey sites. RESULTS: This analysis investigated factors associated with having crashed in the past 12 months. The key predictors of increased crash risk included frequent near-crash experiences (6-10) in the past year (adjusted odds ratio [ORadj] = 5.3; 95% confidence interval [CI], 1.3-21.8), having 4 or more riding demerit points (ORadj = 4.1; 95% CI, 1.1-14.7), and motorcycle type and riding purpose. Sports (ORadj = 2.8; 95% CI, 1.1-7.3) and commuter motorcycles (ORadj = 4.0; 95% CI, 1.1-15.3) were associated with higher odds of crashes compared to cruiser/touring motorcycles. Those whose purpose for riding frequently involved commuting, high-speed roads, or motorcycle sports had higher odds of being involved in a crash compared to riders who rarely took part in such activities. Rider age, license type, and time holding a motorcycle license were not predictive of crash involvement when other factors were taken into account. CONCLUSIONS: These findings provide important population-level information and insights about risk exposure for motorcyclists. Taking a more tailored approach to data collection meant that factors associated with crash involvement were identified that are not commonly observed in studies relying on administrative data. In particular, the study highlights the importance of near-crash experiences as warnings to riders and the need to use such experiences as learning opportunities to improve their riding style and safety.


Subject(s)
Accidents, Traffic/statistics & numerical data , Motorcycles , Adolescent , Adult , Cross-Sectional Studies , Female , Humans , Logistic Models , Male , Middle Aged , Motorcycles/statistics & numerical data , New South Wales , Self Report , Young Adult
5.
Traffic Inj Prev ; 19(sup1): S181-S183, 2018 02 28.
Article in English | MEDLINE | ID: mdl-29584508

ABSTRACT

OBJECTIVE: This study used medicolegal data to investigate fatal older road user (ORU) crash circumstances and risk factors relating to four key components of the Safe System approach (e.g., roads and roadsides, vehicles, road users, and speeds) to identify areas of priority for targeted prevention activity. METHODS: The Coroners Court of Victoria's Surveillance Database was searched to identify coronial records with at least one deceased ORU in the state of Victoria, Australia, for 2013-2014. Information relating to the ORU, crash characteristics and circumstances, and risk factors was extracted and analyzed. RESULTS: The average rate of fatal ORU crashes per 100,000 population was 8.1 (95% confidence interval [CI] 6.0-10.2), which was more than double the average rate of fatal middle-aged road user crashes (3.6, 95% CI 2.5-4.6). There was a significant relationship between age group and deceased road user type (χ2(15, N = 226) = 3.56, p < 0.001). The proportion of deceased drivers decreased with age, whereas the proportion of deceased pedestrians increased with age. The majority of fatal ORU crashes involved a counterpart (another vehicle: 59.4%; fixed/stationary object: 25.4%), and occurred "on road" (87.0%), on roads that were paved (94.2%), dry (74.2%), and had light traffic volume (38.3%). Road user error was identified by the police and/or coroner for the majority of fatal ORU crashes (57.9%), with a significant proportion of deceased ORU deemed to have "misjudged" (40.9%) or "failed to yield" (37.9%). CONCLUSIONS: Road user error was the most significant risk factor identified in fatal ORU crashes, which suggests that there is a limited capacity of the Victorian road system to fully accommodate road user errors. Initiatives related to safer roads and roadsides, vehicles, and speed zones, as well as behavioral approaches, are key areas of priority for targeted activity to prevent fatal older road user crashes in the future.


Subject(s)
Accidents, Traffic/mortality , Accidents, Traffic/statistics & numerical data , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Retrospective Studies , Risk Factors , Victoria
6.
Traffic Inj Prev ; 19(2): 133-140, 2018 02 17.
Article in English | MEDLINE | ID: mdl-28758801

ABSTRACT

OBJECTIVE: This study used medico-legal data to investigate fatal older road user (ORU, aged 65 years and older) crash circumstances and risk factors relating to 4 key components of the Safe System approach (e.g., roads and roadsides, vehicles, road users, and speeds) to identify areas of priority for targeted prevention activity. METHOD: The Coroners' Court of Victoria's (CCOV) Surveillance Database was searched to identify and describe the frequency and rate per 100,000 population of fatal ORU crashes in the Australian state of Victoria for 2013-2014. Information relating to the deceased ORU, crash characteristics and circumstances, and risk factors was extracted and analyzed. RESULTS: One hundred and thirty-eight unintentional fatal ORU crashes were identified in the CCOV Surveillance Database. Of these fatal ORU crashes, most involved older drivers (44%), followed by older pedestrians (32%), older passengers (17%), older pedal cyclists (4%), older motorcyclists (1%), and older mobility scooter users (1%). The average annual rate of fatal ORU crashes per 100,000 population was 8.1 (95% confidence interval [CI], 6.0-10.2). In terms of the crash characteristics and circumstances, most fatal ORU crashes involved a counterpart (98%), of which the majority were passenger cars (50%) or fixed/stationary objects (25%), including trees (46%) or embankments (23%). In addition, most fatal ORU crashes occurred close to home (73%), on-road (87%), on roads that were paved (94%), on roads with light traffic volume (37%), and during low-risk conditions: between 12 p.m. and 6 p.m. (44%), on weekdays (80%), during daylight (75%), and under dry/clear conditions (81%). Road user (RU) error was identified by the police and/or the coroner for the majority of fatal crashes (55%), with a significant proportion of deceased ORUs deemed to have failed to yield (54%) or misjudged (41%). CONCLUSIONS: RU error was the most significant factor identified in fatal ORU crashes, which suggests that there is a limited capacity of the road system to fully accommodate RU errors. Initiatives related to safer roads and roadsides, vehicles, speed zones, as well as behavioral approaches are key areas of priority for targeted activity to prevent fatal ORU crashes in the future.


Subject(s)
Accidents, Traffic/mortality , Accidents, Traffic/statistics & numerical data , Aged , Aged, 80 and over , Databases, Factual , Female , Humans , Male , Retrospective Studies , Risk Factors , Victoria/epidemiology
7.
Accid Anal Prev ; 108: 83-90, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28858776

ABSTRACT

BACKGROUND: Drink-driving and alcohol-related crashes are a significant problem globally. Alcohol interlocks are used to prevent drivers with a blood alcohol concentration above a pre-determined level from starting their vehicle, making the technology highly effective in preventing drink-drive episodes. While alcohol interlocks are commonly used in drink-drive offender groups, their broader use as a preventative road safety strategy is considered increasingly feasible. In this context it is important to understand attitudes towards the technology, and to investigate whether these attitudes vary according to alcohol consumption patterns as this influences the acceptability of a broad-based preventative alcohol interlock program. METHODS: A representative sample of 2994 Australian drivers participated in an online cross-sectional survey. Participants reported their alcohol consumption, drink-drive behaviour and attitudes towards the use of alcohol interlocks for personal use and for drink-drive offenders. RESULTS: Half of the sample stated that alcohol interlocks would be of use personally. Seventy-four percent of high-risk drinkers (defined by an AUDIT score ≥20) stated they would find the technology personally useful when compared to 49% of low-risk drinkers (AUDIT ≤7). Overwhelmingly, more than 80% of participants agreed with the mandatory instalment of alcohol interlocks and compulsory clinical interventions for drink-drive offenders, with more low-risk drinkers supporting this than the high-risk drinkers. CONCLUSIONS: While there were mixed opinions regarding the perceived personal usefulness of alcohol interlocks, higher-risk drinkers were most likely to perceive interlocks as being of use for themselves. This high-risk group however, was less likely to provide support for clinical interventions and additional re-licensing requirements aimed at eliciting changes in drinking behaviour. These findings have important implications for drink-drive offender relicensing and the likely success of drink-driver education, and interventions aimed at curbing risky alcohol consumption.


Subject(s)
Alcohol Drinking/psychology , Attitude , Driving Under the Influence/prevention & control , Public Opinion , Adult , Alcohol Drinking/blood , Alcohol Drinking/prevention & control , Australia , Blood Alcohol Content , Cross-Sectional Studies , Female , Humans , Licensure , Male , Young Adult
8.
J Safety Res ; 61: 1-7, 2017 06.
Article in English | MEDLINE | ID: mdl-28454855

ABSTRACT

INTRODUCTION: Motorcyclists represent an increasing proportion of road users globally and are increasingly represented in crash statistics. Soft tissue injuries are the most common type of injuries to crashed motorcyclists. These injuries can be prevented through the use of protective clothing designed for motorcycle use. However, the quality of such clothing is not controlled in many countries around the world. A European Standard was developed to assess the performance of clothing but as this is not mandatory, clothing certified to this Standard is difficult to obtain. Given the importance of this Standard, and that it has been validated only once, further validation work is required. METHODS: In-depth crash investigation data were used to investigate the relationship between the abrasion resistance performance of clothing and real-world injury outcome. Clothing was collected from riders who crashed on public roads in Sydney and Newcastle, Australia. This clothing was tested according to the EU Standard and the time to hole was recorded. Hospital medical records were reviewed and the association between a rider suffering a soft tissue injury and the time-to-hole for the garment was examined. RESULTS: The probability of soft tissue injury for Level 1 Standard garments was between 40-60%, but more than 60% of garments tested failed to meet the minimum requirement. CONCLUSIONS: The findings of this study provide qualified support for the Standard, with a marginal association between time-to-hole and injury being found. PRACTICAL IMPLICATIONS: This work supports the need for improved safety performance and an increased number of high performing garments being available to motorcyclists.


Subject(s)
Accidents, Traffic/statistics & numerical data , Motorcycles/statistics & numerical data , Protective Clothing/standards , Soft Tissue Injuries/prevention & control , Adult , Australia , Female , Humans , Male , Safety
9.
Traffic Inj Prev ; 18(sup1): S116-S121, 2017 05 29.
Article in English | MEDLINE | ID: mdl-28383999

ABSTRACT

OBJECTIVE: Laboratory studies have demonstrated that impact protectors (IP) used in motorcycle clothing can reduce fracture severities. While crash studies have reported IP are associated with reduced likelihood of soft tissue injury, there is little evidence of their effectiveness in reducing fracture likelihood. This discrepancy might be related to IP quality. There are mandatory requirements for IP supplied with protective clothing in Europe, but not elsewhere. This study examines the energy attenuation performance of IP used by Australian riders. METHODS: IP were harvested from clothing worn by crashed riders admitted to hospital. The IP were examined and energy attenuation properties were determined using EN 1621-1 test procedures. Impact injury was identified from medical records and defined as fractures, dislocations, and avulsions that occurred following impact to the rider's shoulders, elbows, hips, and/or knees. Fisher's exact test was used to examine the relationship between meeting the EN 1621-1 energy attenuation requirements and impact injury. The association between the average and maximum transmitted force, and impact injury was examined using generalized estimating equations. Motorcycle riders were recruited as part of an in-depth crash study through three hospitals in New South Wales, Australia, between 2012 and 2014. Riders were interviewed, and engineers conducted site, vehicle, and clothing inspections. Clothing was collected, or identical garments were purchased. RESULTS: Clothing was inspected for 62 riders. Of these, 19 wore clothing incorporating 76 IP. Twenty-six of these were impacted in the crash event. Almost all impacted IP (96%) were CE marked, and most (83%) met Level 1 energy attenuation requirements of EN 1621-1 when tested. Of the 26 impacted IP, four were associated with impact injuries, including midshaft and distal clavicle fractures and a scapula and olecranon fracture. No associations between meeting EN 1621-1 requirements and impact injury were found (p = 0.5). There was no association between average force transmitted and impact injury (95% CI: 0.91-1.24); however, as maximum force transmitted increased, the odds of impact injury increased (95% CI: 1.01-1.2). These results indicate a high probability of impact injury at 50 kN, the limit of maximum transmitted force specified in EN 1621-1. CONCLUSION: The allowable transmitted force of EN 1621-1 may be too high to effectively reduce the probability of impact injury. This is not surprising, given human tolerance levels that are reported in literature. Reducing the force limit below the reported fracture tolerance limits might be difficult with current technology. However, there is scope to reduce the EN 1621-1 maximum limit of 50 kN transmitted force. A reduction in the maximum force limit would improve rider protection and appears feasible, as 77% of tested IP recorded a maximum force <35 kN. This level of transmitted force is estimated to be associated with <20% probability of impact injury. While the performance of IP available to Australian riders is not regulated, most IP was CE marked. The results indicate a significant association between maximum transmitted force, tested according to EN 1621-1 procedures, and impact injury. Further investigation of the EN 1621-1 requirements may be warranted. This work will interest those targeting protective equipment for motorcyclists as a mechanism for reducing injury to these vulnerable road users.


Subject(s)
Accidents, Traffic/statistics & numerical data , Motorcycles , Protective Clothing/statistics & numerical data , Wounds and Injuries/prevention & control , Adult , Female , Humans , Kinetics , Male , Middle Aged , New South Wales , Probability , Young Adult
10.
Traffic Inj Prev ; 18(sup1): S71-S78, 2017 05 29.
Article in English | MEDLINE | ID: mdl-28323449

ABSTRACT

OBJECTIVE: Real-time driver monitoring systems represent a solution to address key behavioral risks as they occur, particularly distraction and fatigue. The efficacy of these systems in real-world settings is largely unknown. This article has three objectives: (1) to document the incidence and duration of fatigue in real-world commercial truck-driving operations, (2) to determine the reduction, if any, in the incidence of fatigue episodes associated with providing feedback, and (3) to tease apart the relative contribution of in-cab warnings from 24/7 monitoring and feedback to employers. METHODS: Data collected from a commercially available in-vehicle camera-based driver monitoring system installed in a commercial truck fleet operating in Australia were analyzed. The real-time driver monitoring system makes continuous assessments of driver drowsiness based on eyelid position and other factors. Data were collected in a baseline period where no feedback was provided to drivers. Real-time feedback to drivers then occurred via in-cab auditory and haptic warnings, which were further enhanced by direct feedback by company management when fatigue events were detected by external 24/7 monitors. Fatigue incidence rates and their timing of occurrence across the three time periods were compared. RESULTS: Relative to no feedback being provided to drivers when fatigue events were detected, in-cab warnings resulted in a 66% reduction in fatigue events, with a 95% reduction achieved by the real-time provision of direct feedback in addition to in-cab warnings (p < 0.01). With feedback, fatigue events were shorter in duration a d occurred later in the trip, and fewer drivers had more than one verified fatigue event per trip. CONCLUSIONS: That the provision of feedback to the company on driver fatigue events in real time provides greater benefit than feedback to the driver alone has implications for companies seeking to mitigate risks associated with fatigue. Having fewer fatigue events is likely a reflection of the device itself and the accompanying safety culture of the company in terms of how the information is used. Data were analysed on a per-truck trip basis, and the findings are indicative of fatigue events in a large-scale commercial transport fleet. Future research ought to account for individual driver performance, which was not possible with the available data in this retrospective analysis. Evidence that real-time driver monitoring feedback is effective in reducing fatigue events is invaluable in the development of fleet safety policies, and of future national policy and vehicle safety regulations. Implications for automotive driver monitoring are discussed.


Subject(s)
Automobile Driving/psychology , Biofeedback, Psychology/instrumentation , Commerce , Fatigue/prevention & control , Monitoring, Physiologic/instrumentation , Motor Vehicles , Australia/epidemiology , Equipment Design , Fatigue/epidemiology , Humans , Retrospective Studies , Risk-Taking , Sleep Stages , Time Factors
11.
Traffic Inj Prev ; 17 Suppl 1: 66-72, 2016 09.
Article in English | MEDLINE | ID: mdl-27586105

ABSTRACT

OBJECTIVE: Autonomous emergency braking (AEB) is a safety system that detects imminent forward collisions and reacts by slowing down the host vehicle without any action from the driver. AEB effectiveness in avoiding and mitigating real-world crashes has recently been demonstrated. Research suggests that a translation of AEB to powered 2-wheelers could also be beneficial. Previous studies have estimated the effects of a motorcycle AEB system (MAEB) via computer simulations. Though effects of MAEB were computed for motorcycle crashes derived from in-depth crash investigation, there may be some inaccuracies due to limitations of postcrash investigation (e.g., inaccuracies in preimpact velocity of the motorcycle). Furthermore, ideal MAEB technology was assumed, which may lead to overestimation of the benefits. This study sought to evaluate the sensitivity of the simulations to variations in reconstructed crash cases and the capacity of the MAEB system in order to provide a more robust estimation of MAEB effects. METHODS: First, a comprehensive classification of accidents was used to identify scenarios in which MAEB was likely to apply, and representative crash cases from those available for this study were populated for each crash scenario. Second, 100 variant cases were generated by randomly varying a set of simulation parameters with given normal distributions around the baseline values. Variants reflected uncertainties in the original data. Third, the effects of MAEB were estimated in terms of the difference in the impact speed of the host motorcycle with and without the system via computer simulations of each variant case. Simulations were repeated assuming both an idealized and a realistic MAEB system. For each crash case, the results in the baseline case and in the variants were compared. A total of 36 crash cases representing 11 common crash scenarios were selected from 3 Australian in-depth data sets: 12 cases from New South Wales, 13 cases from Victoria, and 11 cases from South Australia. RESULTS: The reduction in impact speed elicited by MAEB in the baseline cases ranged from 2.8 to 10.0 km/h. The baseline cases over- or underestimated the mean impact speed reduction of the variant cases by up to 20%. Constraints imposed by simulating more realistic capabilities for an MAEB system produced a decrease in the estimated impact speed reduction of up to 14% (mean 5%) compared to an idealized system. CONCLUSIONS: The small difference between the baseline and variant case results demonstrates that the potential effects of MAEB computed from the cases described in in-depth crash reports are typically a good approximation, despite limitations of postcrash investigation. Furthermore, given that MAEB intervenes very close to the point of impact, limitations of the currently available technologies were not found to have a dramatic influence on the effects of the system.


Subject(s)
Accidents, Traffic/statistics & numerical data , Deceleration , Emergencies , Motorcycles , Protective Devices , Australia , Computer Simulation , Humans
12.
Injury ; 47(9): 2025-33, 2016 Sep.
Article in English | MEDLINE | ID: mdl-27060020

ABSTRACT

INTRODUCTION: Motorcyclists represent an increasing proportion of road traffic casualties but, while factors associated with crashes are readily identifiable, little is known about the prevalence of those risk factors in the motorcycling population. METHOD: A stratified random-sampling frame was used to survey the population of registered motorcycles owners in New South Wales (NSW) when they attended motor registry offices. The postal codes in the State database of registered motorcycle were used to stratify the population into quartiles based on socioeconomic characteristics and to determine sample weights. RESULTS: Participants (n=506) represented 47% of eligible riders approached. On average participants were aged 43, rode 7h/week and had 17 years of riding experience. Estimates based on multiple ownership rates suggest motorcycle registration numbers exceed the active riding population by approximately 15%. Less than half rode under 101km/week, 25% rode over 300km/week and just 42% rode every day. More rode frequently for leisure (70%) than for commuting (53%) and over half rarely rode in dark (52%) or wet (67%) conditions. Most wore protective clothing - helmets (100%), jackets (82%), pants (56%), boots (57%) and gloves (73%). Those with traffic infringements (32%) were mostly for driving (25%), not riding (10%) offences. In the past year, 13% had one or more motorcycle crashes including minor spills and 76% one or more near-crash experiences. The youngest riders (15-19) reported the highest rates of exposure in kilometres, hours, frequency of riding and commuting. They also reported lower crash involvement (3%) but more near-crashes (80%). CONCLUSIONS: This study provides an account of the prevalence of key risk factors across age groups in a population of active motorcycle riders in NSW. Novice riders were represented in all age groups although most novices were under 40 years. These data can be used to guide the development of targeted countermeasures aimed at improving motorcycling safety for riders of different age groups.


Subject(s)
Accidents, Traffic/statistics & numerical data , Head Protective Devices/statistics & numerical data , Motorcycles/statistics & numerical data , Protective Clothing/statistics & numerical data , Accidents, Traffic/prevention & control , Adult , Age Distribution , Female , Health Surveys , Humans , Male , Middle Aged , New South Wales/epidemiology , Risk Assessment
13.
Traffic Inj Prev ; 17(8): 855-62, 2016 11 16.
Article in English | MEDLINE | ID: mdl-27028899

ABSTRACT

OBJECTIVE: Autonomous emergency braking (AEB) acts to slow down a vehicle when an unavoidable impending collision is detected. In addition to documented benefits when applied to passenger cars, AEB has also shown potential when applied to motorcycles (MAEB). However, the feasibility of MAEB as practically applied to motorcycles in the real world is not well understood. METHODS: In this study we performed a field trial involving 16 riders on a test motorcycle subjected to automatic decelerations, thus simulating MAEB activation. The tests were conducted along a rectilinear path at nominal speed of 40 km/h and with mean deceleration of 0.15 g (15% of full braking) deployed at random times. Riders were also exposed to one final undeclared brake activation with the aim of providing genuinely unexpected automatic braking events. RESULTS: Participants were consistently able to manage automatic decelerations of the vehicle with minor to moderate effort. Results of undeclared activations were consistent with those of standard runs. CONCLUSIONS: This study demonstrated the feasibility of a moderate automatic deceleration in a scenario of motorcycle travelling in a straight path, supporting the notion that the application of AEB on motorcycles is practicable. Furthermore, the proposed field trial can be used as a reference for future regulation or consumer tests in order to address safety and acceptability of unexpected automatic decelerations on a motorcycle.


Subject(s)
Accidents, Traffic/prevention & control , Deceleration , Emergencies , Motorcycles , Protective Devices , Adult , Feasibility Studies , Female , Humans , Male , Middle Aged , Young Adult
14.
Traffic Inj Prev ; 17(6): 644-9, 2016 08 17.
Article in English | MEDLINE | ID: mdl-26891030

ABSTRACT

OBJECTIVE: Pelvic injuries are a serious and commonly occurring injury to motorcycle riders involved in crashes, yet there has been limited research investigating the mechanisms involved in these injuries. This study aimed to investigate the mechanisms involved in pelvic injuries to crashed motorcyclists. METHOD: This study involved in-depth crash investigation and 2 convenience-based data sets were used. These data sets investigated motorcycle crashes in the Sydney, Newcastle, and Adelaide regions. Participants included motorcycle riders who had crashed either on a public road or private property within the study areas. The mechanism of injury and the type of injuries were investigated. RESULTS: The most frequent cause of pelvic injuries in crashed motorcyclists was due to contact with the motorcycle fuel tank during the crash (85%). For riders who had come into contact with the fuel tank, the injury types were able to be grouped into 3 categories based on the complexity of the injury. The complexity of the injury appeared to increase with impact speed but this was a nonsignificant trend. The pelvic injuries that did not occur from contact with the fuel tank in this sample differed in asymmetry of loading and did not commonly involve injury to the bladder. They were commonly one-sided injuries but this differed based on the point of loading; however, a larger sample of these injuries needs to be investigated. CONCLUSION: Overall improvements in road safety have not been replicated in the amelioration of pelvic injuries in motorcyclists and improvements in the design of crashworthy motorcycle fuel tanks appear to be required.


Subject(s)
Accidents, Traffic/statistics & numerical data , Fractures, Bone/epidemiology , Motorcycles , Pelvic Bones/injuries , Adolescent , Adult , Aged , Aged, 80 and over , Australia/epidemiology , Female , Fuel Oils , Humans , Male , Middle Aged , Young Adult
15.
Ergonomics ; 59(4): 504-13, 2016 Apr.
Article in English | MEDLINE | ID: mdl-26280297

ABSTRACT

Motorcycle protective clothing can be uncomfortably hot during summer, and this experiment was designed to evaluate the physiological significance of that burden. Twelve males participated in four, 90-min trials (cycling 30 W) across three environments (25, 30, 35 °C [all 40% relative humidity]). Clothing was modified between full and minimal injury protection. Both ensembles were tested at 25 °C, with only the more protective ensemble investigated at 30 and 35 °C. At 35 °C, auditory canal temperature rose at 0.02 °C min(-1) (SD 0.005), deviating from all other trials (p < 0.05). The thresholds for moderate (>38.5 °C) and profound hyperthermia (>40.0 °C) were predicted to occur within 105 min (SD 20.6) and 180 min (SD 33.0), respectively. Profound hyperthermia might eventuate in ~10 h at 30 °C, but should not occur at 25 °C. These outcomes demonstrate a need to enhance the heat dissipation capabilities of motorcycle clothing designed for summer use in hot climates, but without compromising impact protection. Practitioner's Summary: Motorcycle protective clothing can be uncomfortably hot during summer. This experiment was designed to evaluate the physiological significance of this burden across climatic states. In the heat, moderate (>38.5 °C) and profound hyperthermia (>40.0 °C) were predicted to occur within 105 and 180 min, respectively.


Subject(s)
Fever/etiology , Heart Rate , Hot Temperature/adverse effects , Motorcycles , Oxygen Consumption , Protective Clothing , Skin Temperature , Sweating , Adult , Australia , Humans , Male , Middle Aged , Pilot Projects , Seasons
16.
Traffic Inj Prev ; 16 Suppl 2: S66-76, 2015.
Article in English | MEDLINE | ID: mdl-26436245

ABSTRACT

OBJECTIVE: The elevated crash involvement rate of young drivers is well documented. Given the higher crash risk of young drivers and the need for innovative policy and programs, it remains important to fully understand the type of crashes young drivers are involved in, and knowledge of the lifetime care cost of crashes can support effective policy development. The aim of this article is to document the number and type of young driver crashes, as well as the associated lifetime care cost over a 9-year period (2005-2013) in Victoria, Australia. METHODS: In Victoria, Australia, the Transport Accident Commission (TAC) has legislated responsibility for road safety and the care of persons injured in road crashes, irrespective of fault. TAC claims data for the period 2005-2013 were used to document the number and type of young driver crashes. Lifetime care costs (past and future payment liabilities) were calculated by Taylor Fry actuarial consultancy. License and population data were used to define the crash involvement rate of young drivers. RESULTS: Over the 9-year period, 16,817 claims were lodged to the TAC by drivers 18-25 years of age following a crash. There were 646 fewer drivers aged 18-25 killed and injured in 2013, compared to 2005, representing an unadjusted change of -28.7% (-29.8% males; -28.4% females). The total lifetime care cost of young drivers killed and injured in Victoria for the period 2005-2013 was estimated to be AU$634 million (US$493 million). Differences between males and females, single- and multivehicle crashes, and fatalities and injuries were found to be statistically significant. Run-off-road crashes and crashes from opposing direction were overrepresented in the lifetime care costs for young driver claimants. Twenty-eight injured drivers were classified as high-severity claims. These 28 claimants require additional long-term care, which was estimated to be AU$219 million; of these 28, 24 were male (85.7%). The long-term care costs for these 28 drivers (0.16%) accounts for 34.5% of the total lifetime care cost of all 18- to 25-year-old injured drivers. CONCLUSIONS: By using no-fault lifetime care costs that account for medical and like expenses, rehabilitation, and social reintegration costs, a more accurate understanding of the cost of young driver crashes can be determined. Application of these costs to specific crash types highlights new priorities and opportunities for developing programs to reduce young driver crashes.


Subject(s)
Accidents, Traffic/statistics & numerical data , Health Care Costs/statistics & numerical data , Wounds and Injuries/economics , Wounds and Injuries/therapy , Accidents, Traffic/mortality , Adolescent , Adult , Female , Humans , Licensure , Male , Policy , Risk , Safety , Victoria/epidemiology , Wounds and Injuries/epidemiology , Young Adult
17.
BMJ Open ; 5(5): e006900, 2015 May 12.
Article in English | MEDLINE | ID: mdl-25967991

ABSTRACT

INTRODUCTION: Injuries resulting from road traffic crashes are a substantial cause of disability and death worldwide. Injured persons receiving compensation have poorer recovery and return to work than those with non-compensable injury. Case or claims management is a critical component of injury compensation systems, and there is now evidence that claims management can have powerful positive impacts on recovery, but can also impede recovery or exacerbate mental health concerns in some injured people. This study seeks to evaluate the impact of a population-based injury claims management intervention in the State of Victoria, Australia, on the health of those injured in motor vehicle crashes, their experience of the compensation process, and the financial viability of the compensation system. METHODS AND ANALYSIS: Evaluation of this complex intervention involves a series of linked but stand-alone research projects to assess the anticipated process changes, impacts and outcomes of the intervention over a 5-year time frame. Linkage and analysis of routine administrative and health system data is supplemented with a series of primary studies collecting new information. Additionally, a series of 'action' research projects will be undertaken to inform the implementation of the intervention. A program logic model designed by the state government Transport Accident Commission in conjunction with the research team provides the evaluation framework. ETHICS AND DISSEMINATION: Relatively few studies have comprehensively examined the impact of compensation system processes on the health of injured persons, their satisfaction with systems processes, and impacts on the financial performance of the compensation scheme itself. The wholesale, population-based transformation of an injury claims management model is a rare opportunity to document impacts of system-level policy change on outcomes of injured persons. Findings will contribute to the evidence base of information on the public health effects of injury claims management policy and practice.


Subject(s)
Accidents, Traffic/statistics & numerical data , Compensation and Redress , Disabled Persons/statistics & numerical data , Health Policy , Accidents, Traffic/economics , Australia/epidemiology , Compensation and Redress/legislation & jurisprudence , Humans , Insurance Coverage , Wounds and Injuries/economics , Wounds and Injuries/epidemiology
18.
Am J Public Health ; 105 Suppl 2: S223-9, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25689177

ABSTRACT

OBJECTIVES: We identified the features of a land use-transportation system that optimizes the health and well-being of the population. METHODS: We developed a quantitative system dynamics model to represent relationships among land use, transport, economic development, and population health. Simulation experiments were conducted over a 10-year simulation period to compare the effect of different baseline conditions and land use-transport policies on the number of motor vehicle crash deaths and disability-adjusted life years lost. RESULTS: Optimal reduction in the public health burden attributable to land transport was demonstrated when transport safety risk reduction policies were combined with land use and transport polices that minimized reliance on individual motorized transport and maximized use of active transport modes. The model's results were particularly sensitive to the level of development that characterized each city at the start of the simulation period. CONCLUSIONS: Local, national, and international decision-makers are encouraged to address transport, land use, and health as an integrated whole to achieve the desired societal benefits of traffic safety, population health, and social equity.


Subject(s)
Accidents, Traffic/statistics & numerical data , Economic Development/statistics & numerical data , Global Health , Health Status , Transportation/statistics & numerical data , Accidents, Traffic/prevention & control , Computer Simulation , Humans , Models, Theoretical , Systems Analysis
19.
Traffic Inj Prev ; 15 Suppl 1: S165-72, 2014.
Article in English | MEDLINE | ID: mdl-25307383

ABSTRACT

OBJECTIVE: In 2006, Motorcycle Autonomous Emergency Braking (MAEB) was developed by a European Consortium (Powered Two Wheeler Integrated Safety, PISa) as a crash severity countermeasure for riders. This system can detect an obstacle through sensors in the front of the motorcycle and brakes automatically to achieve a 0.3 g deceleration if the collision is inevitable and the rider does not react. However, if the rider does brake, full braking force is applied automatically. Previous research into the potential benefits of MAEB has shown encouraging results. However, this was based on MAEB triggering algorithms designed for motorcycle crashes involving impacts with fixed objects and rear-end crashes. To estimate the full potential benefit of MAEB, there is a need to understand the full spectrum of motorcycle crashes and further develop triggering algorithms that apply to a wider spectrum of crash scenarios. METHODS: In-depth crash data from 3 different countries were used: 80 hospital admittance cases collected during 2012-2013 within a 3-h driving range of Sydney, Australia, 40 crashes with Injury Severity Score (ISS)>15 collected in the metropolitan area of Florence, Italy, during 2009-2012, and 92 fatal crashes that occurred in Sweden during 2008-2009. In the first step, the potential applicability of MAEB among the crashes was assessed using a decision tree method. To achieve this, a new triggering algorithm for MAEB was developed to address crossing scenarios as well as crashes involving stationary objects. In the second step, the potential benefit of MAEB across the applicable crashes was examined by using numerical computer simulations. Each crash was reconstructed twice-once with and once without MAEB deployed. RESULTS: The principal finding is that using the new triggering algorithm, MAEB is seen to apply to a broad range of multivehicle motorcycle crashes. Crash mitigation was achieved through reductions in impact speed of up to approximately 10 percent, depending on the crash scenario and the initial vehicle pre-impact speeds. CONCLUSIONS: This research is the first attempt to evaluate MAEB with simulations on a broad range of crash scenarios using in-depth data. The results give further insights into the feasibility of MAEB in different speed ranges. It is clear then that MAEB is a promising technology that warrants further attention by researchers, manufacturers, and regulators.


Subject(s)
Accidents, Traffic/prevention & control , Deceleration , Emergencies , Motorcycles , Protective Devices , Accidents, Traffic/mortality , Algorithms , Australia , Computer Simulation , Databases, Factual , Feasibility Studies , Humans , Injury Severity Score , Italy , Sweden
20.
Accid Anal Prev ; 54: 99-107, 2013 May.
Article in English | MEDLINE | ID: mdl-23499981

ABSTRACT

Driver inattention and driver distraction represent a major problem in road safety. Although both are believed to contribute to increased crash risk, there is currently limited reliable information on their role in crashes. The current study used in-depth data from the Australian National Crash In-depth Study to investigate the role of driver distraction and inattention in serious casualty crashes. The sample included 856 crashes from 2000 to 2011, in which at least one party was admitted to hospital due to crash-related injuries. Crashes were coded using a taxonomy of driver inattention that delineates five inattention subtypes: restricted attention, misprioritised attention, neglected attention, cursory attention, and diverted attention (distraction). Approximately 45% of crashes could not be coded due to insufficient information while in an additional 15% the participant indicated the "other driver was at fault" without specifying whether inattention was involved. Of the 340 remaining cases, most showed evidence of driver inattention (57.6%) or possible inattention (5.9%). The most common subtypes of inattention were restricted attention, primarily due to intoxication and/or fatigue, and diverted attention or distraction. The most common types of distraction involved voluntary, non-driving related distractions originating within the vehicle, such as passenger interactions. The current study indicates that a majority of serious injury crashes involve driver inattention. Most forms of inattention and distraction observed are preventable. This study demonstrates the feasibility of using in-depth crash data to investigate driver inattention in casualty crashes.


Subject(s)
Accidents, Traffic/psychology , Attention , Automobile Driving/psychology , Wounds and Injuries/etiology , Accidents, Traffic/statistics & numerical data , Adult , Australia , Data Collection/methods , Feasibility Studies , Female , Humans , Male
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