A comparative analysis of risk factors in taxi-related crashes using XGBoost and SHAP.

Taxis play a crucial role in urban public transportation, but the traffic safety situation of taxi drivers is far from optimistic, especially considering the introduction of ride-hailing services into the taxi industry. This study conducted a comparative analysis of risk factors in crashes between traditional taxi drivers and ride-hailing taxi drivers in China, including their demographic characteristics, working conditions, and risky driving behaviors. The data was collected from 2,039 traditional taxi drivers and 2,182 ride-hailing taxi drivers via self-reported questionnaires. Four XGBoost models were established, taking into account different types of taxi drivers and crash types. All models showed acceptable performance, and SHAP explainer was used to analyze the model results. The results showed that for both taxi drivers, risk factors related to risky driving behaviors are more important in predicting property damage (PD) crashes, while risk factors related to working conditions are more important in predicting person injury (PI) crashes. However, the relative importance of each risk factor varied depending on the type of crashes and the type of taxi drivers involved. Furthermore, the results also validated certain interactions among the risk factors, indicating that the combination of certain factors generated a greater impact on crashes compared to individual factors alone. These findings can provide valuable insights for formulating appropriate measures to enhance road safety for taxi driver.

How do taxi drivers expose to fine particulate matter (PM2.5) in a Chinese megacity: a rapid assessment incorporating with satellite-derived information and urban mobility data.

BACKGROUND: Taxi drivers in a Chinese megacity are frequently exposed to traffic-related particulate matter (PM2.5) due to their job nature, busy road traffic, and urban density. A robust method to quantify dynamic population exposure to PM2.5 among taxi drivers is important for occupational risk prevention, however, it is limited by data availability. METHODS: This study proposed a rapid assessment of dynamic exposure to PM2.5 among drivers based on satellite-derived information, air quality data from monitoring stations, and GPS-based taxi trajectory data. An empirical study was conducted in Wuhan, China, to examine spatial and temporal variability of dynamic exposure and compare whether drivers' exposure exceeded the World Health Organization (WHO) and China air quality guideline thresholds. Kernel density estimation was conducted to further explore the relationship between dynamic exposure and taxi drivers' activities. RESULTS: The taxi drivers' weekday and weekend 24-h PM2.5 exposure was 83.60 µg/m3 and 55.62 µg/m3 respectively, 3.4 and 2.2 times than the WHO's recommended level of 25 µg/m3. Specifically, drivers with high PM2.5 exposure had a higher average trip distance and smaller activity areas. Although major transportation interchanges/terminals were the common activity hotspots for both taxi drivers with high and low exposure, activity hotspots of drivers with high exposure were mainly located in busy riverside commercial areas within historic and central districts bounded by the "Inner Ring Road", while hotspots of drivers with low exposure were new commercial areas in the extended urbanized area bounded by the "Third Ring Road". CONCLUSION: These findings emphasized the need for air quality management and community planning to mitigate the potential health risks of taxi drivers.

A qualitative exploration of community mobility experiences of wheelchair users.

Background: Freedom of movement, which is dependent on community mobility, is a key contributor to good quality of life and important in the establishment of a person's community identity. Objective: To describe the community mobility experiences of wheelchair users who lived in a socio-economically challenged setting. Method: The study setting was Paarl, a peri-urban area of the Western Cape province of South Africa. This article reports findings from phase 1 (a reflection on past community mobility and minibus taxi use experiences) of cycle 1 of a co-operative inquiry. Nine adult wheelchair users, eight caregivers, six minibus taxi drivers, and four community stakeholders participated. Data were collected during a focus group discussion and analysed using inductive thematic analysis. Results: Four themes, 'Knowledge, attitudes, and actions', 'Natural, manmade and mechanical environmental barriers', 'Health and safety concerns' and 'Poor community participation and quality of life' were identified. The themes showed how difficult an everyday activity like moving around in the community were for wheelchair users, and how that limited their community involvement. Conclusions: Wheelchair users living in a low-income peri-urban area struggled to participate in community activities meaningful to them because various barriers hampered community wheelchair mobility and minibus taxi use. Contribution: The findings regarding community mobility struggles and specifically minibus taxi access guided specific recommendations and the further phases and cycles of the co-operative inquiry. The purpose of the co-operative inquiry was to allow co-researchers to find their voice and develop solutions to minibus taxi access for wheelchair users.

Effects of Sleep Deprivation and Hazard Types on the Visual Search Patterns and Hazard Response Times of Taxi Drivers.

The present study attempted to explore the effects of sleep deprivation on the visual search patterns and hazard response times of taxi drivers when they encountered different types of hazards. A two (driver groups: sleep deprivation or control) × two (hazard types: covert hazard or overt hazard) mixed experimental design was employed. A total of 60 drivers were recruited, half of whom were in the sleep-deprived group and half of whom were in the control group. A validated video-based hazard perception test that either contained covert hazards (12 video clips) or overt hazards (12 video clips) filmed from the drivers' perspective was presented to participants. Participants were instructed to click the left mouse button quickly once they detected a potentially dangerous situation that could lead to an accident. Participants' response time and eye movements relative to the hazards were recorded. The sleep-deprived group had a significantly longer response time and took a longer time to first fixate on covert hazards than the control group, while they had a shorter response time to overt hazards than the control group. The first fixation duration of sleep-deprived drivers was longer than that of the control group for overt hazards, while the duration of the first fixation of the two driver groups was similar for covert hazards. Sleep deprivation affects the visual search patterns and response times to hazards, and the adverse effects of sleep deprivation were worse in relation to covert hazards. The findings have some implications for classifying and evaluating high-risk taxi drivers whose hazard perception ability might be affected by insufficient sleep.

Chemical contaminant exposures assessed using silicone wristbands among fuel station attendants, taxi drivers and commercial motorcycle riders in Kampala, Uganda.

There are concerns over traffic-related air pollution in Uganda's capital, Kampala. Individuals in the transportation sector are hypothesized to be at greater risk for exposure to volatile organic compounds, given their proximity to vehicle exhaust. Silicone wristbands are a wearable technology that passively sample individuals' chemical exposures. We conducted a pilot cross sectional study to measure personal exposures to volatile organic compounds among 14 transportation workers who wore a wristband for five days. We analyzed for 75 volatile organic compounds; 33 chemicals (35%) were detected and quantified in at least 50% of the samples and 15 (16%) chemicals were detected and quantified across all the samples. Specific chemicals were associated with participants' occupation. The findings can guide future large studies to inform policy and practice to reduce exposure to chemicals in the environment in Kampala.

The Association of Untreated Mental Health Problems with Alcohol and Tobacco use Among New York City Taxi Drivers.

OBJECTIVES: Mental disorders and substance use disorders are highly comorbid. The "self-medication hypothesis" posits that individuals may use substances such as tobacco and alcohol to cope with symptoms associated with untreated mental health problems. The present study examined the association between having a currently untreated mental health condition and tobacco and alcohol use among male taxi drivers in NYC, a population at risk for poor mental and physical health outcomes. METHODS: The sample included 1105 male, ethnoracially diverse, primarily foreign-born NYC taxi drivers participating in a health fair program. This secondary cross-sectional analysis utilized logistic regression modeling to examine whether endorsement of a currently untreated mental health problem (i.e., depression, anxiety, or posttraumatic stress disorder) was associated with alcohol and/or tobacco use, controlling for potential confounders. RESULTS: 8.5% of drivers reported having mental health problems; among these, only 0.5% reported receiving treatment. Untreated mental health problems were associated with an increased risk of current tobacco/alcohol use after controlling for age, educational attainment, nativity, and pain history: drivers with untreated mental health problems had 1.9x the odds of reporting current tobacco use [95% CI: 1.10-3.19] and 1.6x the odds of reporting current alcohol use [95% CI: 1.01-2.46] than those without untreated mental health problems. CONCLUSIONS: Few drivers with mental health problems receive treatment. In line with the self-medication hypothesis, drivers with untreated mental health problems demonstrated significantly increased risk of tobacco and alcohol use. Efforts to encourage timely screening and treatment of mental health problems among taxi drivers are warranted.

Can job stress, health status and risky driving behaviours predict the crash risk level of taxi drivers? New evidence from China.

Despite statistics indicating that China has the world's largest taxi industry, there exists limited research about the relationship between workplace health hazards and taxi driver occupational crashes. In this paper, a cross-sectional survey of taxi drivers in four typical Chinese cities was conducted, and data on their self-reported job stress, health status, and daily risky driving behaviours, together with crash involvement experience in the two years before the survey was collected. Three hypotheses were then developed, and they were verified via multivariate analysis of variance (MANOVA) that the seriousness of drivers' health problems and the frequency of their daily risky driving behaviours could be the accurate predictor of their crash risk of taxi drivers. These factors were subsequently substituted in a bivariate negative binomial (BNB) distribution model to determine the joint rate of at-fault taxi drivers' involvement in property-damage-only (PDO) and personal-injury (PI) crashes. The results offer some useful advice for policy development to decrease and prevent professional taxi drivers from causing severe traffic crashes.

Aberrant driving behaviors as mediators in the relationship between driving anger patterns and crashes among taxi drivers: An investigation in a complex cultural context.

OBJECTIVE: Taxis have become an integrated component of Qatar's urban transportation network due to their convenience, comfort, and flexibility. Qatar has seen an uptick in the demand for professional taxi drivers. Most Qatari taxi drivers come from developing countries with poor awareness of road safety; therefore, they regularly engage in aberrant driving behavior, leading to traffic violations and crashes. For taxi rides to be safer, it is essential to determine the association between driving aberration and road traffic crashes (RTCs), with an emphasis on the underlying factors that trigger these behaviors. METHODS: To this end, we collected the data from taxi drivers relying on standard questionnaires, namely the Driving Anger Scale (DAS) and the Driver Behavior Questionnaire (DBQ), together with the real crash data of the same taxi drivers obtained from the police department. We relied on factor analysis to identify the main factors of these tools and then structural equation modeling to predict their causal relationship with RTCs. RESULTS: The results indicated that the component of DAS, namely "illegal driving", triggered all dimensions of aberrant driving behaviors, whereas hostile gestures had a positive correlation with lapses. In addition, the factor "error" was identified as a significant direct predictor, while the factor "illegal driving" was identified as a significant indirect predictor for RTCs. Regarding demographic characteristics, professional driving experience was found to be negatively associated with RTCs. CONCLUSION: Driving aberration mediated the impact of driving anger on RTCs. The findings from this study could help road safety practitioners and researchers better understand these relations. In addition, these results could also be very helpful for driving instructors to train taxi drivers in a way to cope with provoking situations.

The Association between Plant-Based Diets and Dietary Patterns with Cardiometabolic Risk in a Sample of Commercial Taxi Drivers in South Africa.

The consumption of unhealthy foods and a sedentary lifestyle predispose individuals to non-communicable diseases. This study investigated the distribution and the association of plant-based diets (PBDs) and dietary patterns in relation to the cardiometabolic risks in commercial taxi drivers. A cross-sectional analysis was conducted among males (≥19 years) who consumed street foods sold by vendors in the Cape Metropole. A validated questionnaire was administered, including a quantified 24 h dietary recall, and fasting blood samples were collected for biochemical analyses. Statistical analyses were performed to investigate the association between dietary habits and cardiometabolic risks, while adjusting for confounding variables. The analytic sample consisted of 189 males with a median age of 38 years. The taxi drivers who ranked in the top-third of the healthy plant-based diet index (hPDI) had a 1-4% lower likelihood of having raised triglycerides (TG). Furthermore, consumption patterns including refined grains and meat conferred a 33% lower likelihood of dysglycaemia (p = 0.049), while fish/seafood, potatoes, and vegetables conferred a 43% greater likelihood of low high-density lipoprotein cholesterol (HDL-C) (p = 0.026) and 44% greater probability of raised low-density lipoprotein cholesterol (LDL-C) (p = 0.027). Consumption patterns, including sugar-sweetened beverages and eggs, conferred a 37% greater probability of hypertension (p = 0.047) and 53% greater likelihood of subclinical inflammation (p = 0.017). These preliminary findings require larger and more elaborate studies to explore the associations between PBDs and dietary patterns in at-risk African populations, with or without sedentary lifestyles, and exposure to unhealthy food environments.

Sociodemographic and lifestyle factors and the risk of metabolic syndrome in taxi drivers: A focus on street food.

Background: In South Africa, similar to other populous countries, the taxi industry is an important form of transportation that contributes to the country's development. As a result, minibus taxi driving is an occupation characterized by strenuous activities such as long hours of driving, limited rest, and challenges related to securing passengers, among several others. Consequently, to combat stress, some commercial drivers resort to smoking, overeating unhealthy food sold at transportation interchange areas (i.e., taxi ranks), and participating in sedentary behaviors. Most of these activities are risk factors for metabolic syndrome (MetS). Aim: Therefore, this study aimed to investigate the sociodemographic and lifestyle factors that predispose South African taxi drivers who work in the Cape Town Metropole area to the risk of developing MetS. Methods: This cross-sectional study used a convenient sampling method that included 185 male minibus taxi drivers aged 20 years or above. The participants were interviewed using a validated questionnaire to gather information regarding their sociodemographic characteristics and lifestyle practices. They also underwent physical and metabolic assessments, and the International Diabetes Federation (IDF) criteria were used to diagnose people with MetS. Results: Overall, the mean age and driving experience of the taxi drivers were 40.0 years (SD: 10.7) and 9.1 years (SD: 7.4), respectively, with those with MetS being significantly older and having more driving experience than those without. Older participants were 3 and 2.9 times more likely to be diagnosed with MetS than the younger participants. Most taxi drivers (70%) met the IDF diagnostic criteria for MetS. Smokers, those who spent more than 100 ZAR (USD 5.9) and those who spent less than 1.4 MET-minutes per week on physical activity were 1.96, 2.0, and 13.6 times more likely to suffer from MetS that those who were nonsmokers, those who spent less than 100 ZAR and those who spent <1.4 MET-minutes per week on physical activity. Consumption of alcohol and sugar-sweetened beverages (SSBs), as well as takeaway and fried foods, snacks, and sold by the SF vendors, increased the likelihood of developing MetS, abnormal HDL-C, TG, and hypertension, while avoiding takeaway and fried foods decreased this likelihood. Taxi drivers who also avoided consuming fresh fruits had abnormal HDL-C. Conclusion: These findings have significant public health implications, highlighting the need for South African policymakers to adopt a system-level approach to promote lifestyle changes among taxi drivers within the taxi industry. This can help reduce the health risks faced by these drivers and improve their overall health profile.

Taxi drivers' traffic violations detection using random forest algorithm: A case study in China.

OBJECTIVE: To effectively explore the impacts of several key factors on taxi drivers' traffic violations and provide traffic management departments with scientific decisions to reduce traffic fatalities and injuries. METHODS: 43,458 electronic enforcement data about taxi drivers' traffic violations in Nanchang City, Jiangxi Province, China, from July 1, 2020, to June 30, 2021, were utilized to explore the characteristics of traffic violations. A random forest algorithm was used to predict the severity of taxi drivers' traffic violations and 11 factors affecting traffic violations, including time, road conditions, environment, and taxi companies were analyzed using the Shapley Additionality Explanation (SHAP) framework. RESULTS: Firstly, the ensemble method Balanced Bagging Classifier (BBC) was applied to balance the dataset. The results showed that the imbalance ratio (IR) of the original imbalanced dataset reduced from 6.61% to 2.60%. Moreover, a prediction model for the severity of taxi drivers' traffic violations was established by using the Random Forest, and the results showed that accuracy, m_F1, m_G-mean, m_AUC, and m_AP obtained 0.877, 0.849, 0.599, 0.976, and 0.957, respectively. Compared with the algorithms of Decision Tree, XG Boost, Ada Boost, and Neural Network, the performance measures of the prediction model based on Random Forest were the best. Finally, the SHAP framework was used to improve the interpretability of the model and identify important factors affecting taxi drivers' traffic violations. The results showed that functional districts, location of the violation, and road grade were found to have a high impact on the probability of traffic violations; their mean SHAP values were 0.39, 0.36, and 0.26, respectively. CONCLUSIONS: Findings of this paper may help to discover the relationship between the influencing factors and the severity of traffic violations, and provide a theoretical basis for reducing the traffic violations of taxi drivers and improving the road safety management.

Opinions of taxi drivers regarding occupational risks and prevention strategies: A cross- sectional study in Turkey.

BACKGROUND: Taxi drivers are prone to musculoskeletal problems and can suffer from cardiovascular disease, respiratory disease, and psychosocial problems. For occupational health and safety it is crucial to know the risk factors and initiatives to be taken for protection. OBJECTIVES: This study was carried out to evaluate the opinions of taxi drivers regarding occupational risks and prevention strategies. METHODS: This was a descriptive and cross-sectional study including 524 taxi drivers. A questionnaire was developed to determine the opinions of taxi drivers regarding occupational risks and intervention strategies. For the analysis of data, Mann-Whitney U (Z-table value), descriptive statistics (number, percentage) and Chi-square (χ2) test between dependent and independent variables were used. RESULTS: Among the taxi drivers, the occupation was reported to be risky for musculoskeletal system disorders by 67%, for cardiovascular diseases by 68.3%, for respiratory diseases by 46.9% and for psychosocial problems by 63.3%. When the opinions of taxi drivers regarding prevention from these risks were examined, 30.2% of them stated prevention from musculoskeletal system disorders, 34.0% from cardiovascular diseases, 31.3% from respiratory diseases and 40.1% from psychosocial problems. It was a prominent finding to see a decrease in the number of drivers who stated to show prevention behavior towards these risks compared to their states of recognizing them. CONCLUSIONS: Drivers were insufficient both in recognizing health risks of their jobs and implementing intervention strategies. Education concerning health risks of their jobs and prevention from these risks is required.

Correr atrás do vento: o trabalho dos mototaxistas de Sobral, Ceará / Chasing the wind: the work of motorcycle taxi drivers from Sobral, Ceará / Perseguir el viento: el trabajo de los mototaxis de Sobral, Ceará

A pesquisa teve como objetivo geral analisar a atividade e o ofício dos mototaxistas de Sobral, Ceará. O objetivo específico foi compreender: a) a atividade exercida e o conceito de real da atividade; b) as prescrições; c) as regras informais; e d) as relações profissionais. A investigação adotou o referencial teórico da Clínica da Atividade, e participaram oito mototaxistas. Inspiradas no método da Instrução ao Sósia, foram realizadas e gravadas entrevistas semiestruturadas. Seu áudio foi transcrito e o conteúdo passou por análise construtivo-interpretativa. Os resultados mostraram que a atividade era regulamentada pela prefeitura e dependia da manutenção dos instrumentos utilizados. O expediente era organizado por uma regra do coletivo de trabalho relacionada ao horário de funcionamento de escolas e universidades. A busca por passageiros variava, sendo possível ficar em pontos fixos ou circular pela cidade. As condições ambientais demandavam cuidados como o uso de protetor solar e hidratação. A autonomia da profissão permitia organizar o próprio expediente e o ganho mensal. Entretanto, houve queixas relativas à falta de direitos previdenciários e ao fato de que a flexibilidade geraria uma sobrecarga de trabalho que poderia trazer prejuízos à saúde. Riscos foram identificados em acidentes de trânsito e violência urbana. Os relatos acerca das relações com os colegas mostraram um ambiente amistoso, e as relações com os passageiros eram definidas por cada situação, abrangendo desde interações objetivas até conversas pessoais.(AU)

The research had as general objective to analyze the activity and the work of motorcycle taxi drivers in Sobral, Ceará. Specific objectives were to understand: (a) the activity performed and the real of activity; (b) the prescriptions; (c) informal rules and (d) professional relationships. The investigation adopted the theoretical framework of the Clinic of Activity. Eight motorcycle taxi drivers participated in the investigation. Inspired by the instruction to the double method, semi-structured interviews were conducted. The audio of the interviews was transcribed and underwent constructive-interpretive analysis. The results showed that the activity was regulated by the city and depended on the maintenance of the instruments used. The working hours were organized by a collective labor rule related to the opening hours of schools and universities. The looking-for for passengers also varied: it was possible to stay at fixed points or move around the city. Environmental conditions required care such as the use of sunscreen and hydration. The profession's autonomy made it possible to organize its own hours and monthly earnings. However, there were complaints regarding the lack of social security rights and that flexibility would create an overload of work that could harm health. Risks have been identified in traffic accidents and urban violence. Reports about relationships with colleagues showed a friendly atmosphere. Relations with passengers were defined by each situation, ranging from objective interactions to personal conversations.(AU)

La investigación tuvo como objetivo general analizar la actividad y el trabajo de los mototaxis en Sobral, Ceará. Los objetivos específicos eran comprender: (a) la actividad realizada y la real de la actividad; (b) las prescripciones; (c) reglas informales y (d) relaciones profesionales. La investigación adoptó el marco teórico de la Clínica de Actividad. En la investigación participaron ocho mototaxis. Inspirándose en el método de instrucción al doble, se realizaron entrevistas semiestructuradas. El audio de las entrevistas fue transcrito y sometido a un análisis constructivo-interpretativo. Los resultados mostraron que la actividad estaba regulada por la prefectura municipal y dependía del mantenimiento de los instrumentos utilizados. Los horarios de trabajo fueron organizados por una norma laboral colectiva relacionada con los horarios de apertura de escuelas y universidades. La búsqueda de pasajeros también variaba: era posible permanecer en puntos fijos o moverse por la ciudad. Las condiciones ambientales requerían cuidados como el uso de protector solar e hidratación. La autonomía de la profesión permitió organizar sus propias horas y ganancias mensuales. Sin embargo, hubo quejas sobre la falta de derechos de seguridad social y que la flexibilidad crearía una sobrecarga de trabajo que podría dañar la salud. Se han identificado riesgos en accidentes de tráfico y violencia urbana. Los informes sobre las relaciones con los colegas mostraron un ambiente agradable. Las relaciones con los pasajeros se definieron por cada situación, desde interacciones objetivas hasta conversaciones personales.(AU)

Association between Macronutrient and Fatty Acid Consumption and Metabolic Syndrome: A South African Taxi Driver Survey.

We aimed to examine the association between macronutrient and fatty acid intake and metabolic syndrome (MetS) and its components in South African male mini-bus taxi drivers. One hundred and eighty-five (n = 185) male taxi drivers, aged 20 years and older, who operate in the Cape Town metropole, South Africa, were included. The International Diabetes Federation (IDF) algorithm was used to define MetS. The association between macronutrient and fatty acid intake (assessed using 24 h recall) and MetS were analyzed using multivariable nutrient density substitution models. Overall, protein consumption significantly increased the likelihood of high blood pressure (HBP) and significantly lowered the likelihood of having low levels of high-density lipoprotein cholesterol (HDL-C). In an isoenergetic state, the intake of protein instead of carbohydrates (CHOs) and total fat, reduced the likelihood of elevated triglycerides by 6.7% and 6.6%, respectively. The intake of CHOs instead of protein and total fat, reduced the likelihood of HBP by 2.2% and 2.8%, respectively. In the same isoenergetic state, the intake of saturated fatty acids (SFAs) instead of mono-unsaturated fatty acids (MUFAs) increased the likelihood of HBP by 9.8%, whereas the intake of polyunsaturated fatty acids (PUFAs) instead of SFAs decreased the likelihood of HBP by 9.4%. The current study showed that when total food energy intake is kept constant, a diet that is high in protein, CHOs and PUFAs reduces triglycerides and BP, whereas the intake of total fat and SFAs had the opposite effect. It should, however, be noted that these outcomes were produced using mathematical models, as such we recommend further prospective studies in real life that will reveal the actual associations between the consumption of macronutrients and fatty acids and MetS and its components.

Co-Design of an eHealth Intervention to Reduce Cardiovascular Disease Risk in Male Taxi Drivers: ManGuard.

Taxi driving, a male-dominated occupation, is associated with an increased risk of cardiovascular disease (CVD). The increased risk is linked to a high prevalence of modifiable CVD risk factors including overweight/obesity, poor nutrition, smoking, excessive alcohol consumption and physical inactivity. Behaviour change interventions may prove advantageous, yet little research has been conducted to reduce CVD risk in this population. The purpose of this study was to co-design an eHealth intervention, 'ManGuard', to reduce CVD risk in male taxi drivers. The IDEAS framework was utilised to guide the development of the eHealth intervention, with the Behaviour Change Wheel (BCW) incorporated throughout to ensure the intervention was underpinned by behaviour change theory. Development and refinement of ManGuard was guided by current literature, input from a multidisciplinary team, an online survey, a systematic review and meta-analysis, and focus groups (n = 3) with male taxi drivers. Physical inactivity was identified as the prime behavior to change in order to reduce CVD risk in male taxi drivers. Male taxi drivers indicated a preference for an eHealth intervention to be delivered using smartphone technology, with a simple design, providing concise, straightforward, and relatable content, and with the ability to track and monitor progress.

The Reluctance of Taxi Drivers to Use Seat Belts. Observed and Self-Reported Behavior in Argentina / La reticencia al uso del cinturón de seguridad de los conductores de taxi. Conductas observadas y auto-informadas en Argentina / Relutância em usar cinto de segurança em taxistas. Comportamentos observados e autorrelatados na Argentina

Although taxi drivers are more exposed to traffic crashes, they usually exhibit riskier behaviors and more negative attitudes toward road safety. For example, previous research suggests that they are particularly reluctant to wear seat belts. The research aimed (a) to estimate the prevalence of seat belt use among taxi drivers com-pared to other professional and non-professional drivers (Study 1, n = 3.810) and (b) to explore attitudes toward seat belt use in taxi drivers using the Theory of Planned Behavior (tpb) (Study 2, n = 100). Study 1 showed lower seat belt use among taxi drivers (vs. other professional and non-professional drivers). Study 2 showed that self-reported use tends to be higher than the estimated observed use and that negative experiential attitudes appear to be essential for understanding the reluctance of taxi drivers to use seat belts. Practical implications and future lines of research are discussed.

Aunque los taxistas están más expuestos a los siniestros viales, suelen mostrar comportamientos más arriesgados y actitudes más negativas hacia la seguridad vial. Por ejemplo, investigaciones previas sugieren que son especialmente reacios a usar el cinturón de seguridad. En tal sentido, los objetivos de la presente investigación fueron (a) estimar la prevalencia del uso del cinturón de seguridad entre los taxistas en comparación con otros conductores profesionales y no profesionales (Estudio 1, n = 3.810) y (b) explorar las actitudes hacia el uso del cinturón de seguridad en los taxistas utilizando la Teoría del Comportamiento Planificado (tpb) (Estudio 2, n = 100). El estudio 1 mostró un menor uso del cinturón de seguridad entre los taxistas (frente a otros conductores profesionales y no profesionales). El estudio 2 demostró que el uso auto informado tiende a ser mayor que el uso observado estimado, y que las actitudes negativas por la experiencia parecen ser esenciales para entender la reticencia de los taxistas a utilizar el cinturón de seguridad. Se discuten las implicaciones prácticas y las futuras líneas de investigación.

Embora os taxistas estejam mais expostos a acidentes rodoviários, tendem a exibir comportamentos mais arriscados e atitudes mais negativas em relação à segu-rança rodoviária. Por exemplo, investigações anteriores sugerem que estão particularmente relutantes em usar o cinto de segurança. Os objectivos do presente estu-do foram: (a) estimar a prevalência do uso do cinto de segurança entre taxistas em comparação com outros taxistas profissionais e não profissionais (Estudo 1, n = 3.810), e (b) explorar atitudes em relação ao uso do cinto de segurança entre taxistas utilizando a Teoria do Comportamento Planeado (tpb) (Estudo 2, n = 100). O estudo 1 mostrou um menor uso do cinto de segurança entre os taxistas (em comparação com outros motoristas profissionais e não profissionais). O estudo 2 mostrou que o uso auto-relatado tende a ser superior ao uso observado estimado, e que as atitudesexperimentais negativas parecem ser centrais para compreender a relutância dos taxistas em usar cintos de segurança. São discutidas implicações práticas e linhas futuras de investigação.

Assessment of semen quality of taxi drivers exposed to whole body vibration.

Whole body vibration (WBV) is a recognized occupational hazard for many workers such as drivers and operators of heavy and light machinery and exposure to it is accompanied by physical and mental repercussions. Only the limited studies have been done on the effects of vibration exposure on reproductive indices, however vibration exposure has been indicated as being a hazardous agents with the potential of being able to directly affect the reproductive system. Considering the importance of infertility, the present study was conducted with the aim of investigating semen quality among taxi drivers in Tehran and determine the effect of exposure to WBV on sperm parameters. The study population consisted of 70 taxi drivers and 70 office employee who attended infertility clinics for diagnostic purposes in the past year. The participants had to meet the entry criteria of the study while also being willing to recruit. Data was collected in the form of demographic questionnaires and general health questionnaires as well as sperm analysis conducted in an infertility clinic according to standard laboratory guidelines. The 8-hour time-weighted average (TWA) exposure to of WBV in automobile was measured as per ISO 2631-1. The TWA exposure to WBV among the taxi drivers and office employees were 0.697 ± 0.13 m/s2 and 0.068 ± 0.09 m/s2 respectively (P < 0.05). A statistically significant difference in total sperm count, progressive motility, non-progressive motility and total motility was observed between the taxi drivers and the office employees (P < 0.05). According to the univariate analysis of variance, exposure to WBV had negative effect on sperm concentration, progressive motility and normal morphology (P > 0.05); moreover exposure to WBV resulted in the larger effect size (B) on sperm parameters than the demographic variables (P > 0.05). Being taxi drivers increase the chance of the decreased semen quality (P > 0.05). It is difficult to draw definitive conclusions regarding the effects of WBV while intervening factors exist, such as psychological stressors, quality of sleep, background issues as well as environmental factors such as chemical pollutants (heavy metals) or ergonomic factors (body posture and working while sitting down).

Examining demographic, work, and sleep characteristics among older South Asian American yellow taxi drivers in New York City: A brief report.

OBJECTIVES: This exploratory study examines workplace factors, sleep, sleep disorders, and safety among older (age 50 years and above) yellow taxi drivers in New York City (NYC) of South Asian descent. METHODS: Using street intercept methods, quantitative data was collected among yellow taxi drivers in NYC (n = 27) from January-March 2020. RESULTS: Among drivers, higher than normal sleepiness was identified in 33%, sleeping fewer than 7 hours on worknights work nights was reported by 52%, and 37% were at high risk for obstructive sleep apnea (OSA). Among drivers, 11% (n = 3) reported a motor vehicle accident in the past year and all drivers who reported an accident were at high risk for OSA. CONCLUSIONS: Findings from this hard-to-reach and understudied population revealed that most drivers did not report sufficient sleep on work nights. Results found over one-third of drivers had high OSA risk and drivers at high risk for OSA contributed to all reports of motor vehicle crashes.

The interplay of labor and capital perspectives on formalization approaches: motorcycle taxi drivers in Bangkok.

Motorcycle taxi drivers (MTDs) are classified as self-employed informal workers. The interplay between formality and informality is examined in this article from labor and capital perspectives on formalization approaches. Data was collected by questionnaire survey and semi-structured interview methods and analyzed. Results revealed significant overlap and informality concealed within formality, as well as stakeholder illegal practice in occupational registration and social assistance programs as well as factors affecting short-term cash transfer programs during the Novel Coronavirus 2019 (COVID-19) pandemic. These findings suggest that 1) The Bangkok Metropolitan Administration (BMA) should be held accountable for responses caused by its urban transportation network; and 2) government agencies should address institutionalized corruption in the motorcycle taxi trade as an underlying cause of unproductive means-testing in providing social assistance during a pandemic.

Early diagnosis of T2DM using high sensitive tests in the mandatory medical examinations for fishers, seafarers and other transport workers.

Transport workers like seafarers, truck-, bus-, train- and taxi drivers and fishers have a known great inequity in health at work including high risk of developing type 2 diabetes. Their routine mandatory medical examinations use urine glucose for diabetes check with more than 50% false negatives, which should be replaced by high sensitive tests for diabetes-2, like A1C, Fasting Glucose (FPG) or Oral Glucose Tolerance Test (OGTT).