Forecasting Occupational Survivability of Rickshaw Pullers in a Changing Climate with Wearable Data
While the vulnerability of cycle rickshaw pullers to extreme heat is well recognized, little effort has been devoted to modeling how their physiological biomarkers respond under such conditions. In this study, we collect real-time weather and physiological data using a wearable computing platform from 100 rickshaw pullers in Dhaka, Bangladesh. In parallel, we interview 12 additional rickshaw pullers to explore their knowledge, perceptions, and experiences related to climate change. We propose a Linear Gaussian Bayesian Network (LGBN)-based regression model that predicts key physiological biomarkers based on activity, weather, and demographic features. The model achieves normalized mean absolute error (NMAE) of 0.82, 0.47, 0.65, and 0.67, respectively, for the biomarker: skin temperature, relative cardiac cost, skin conductance response, and skin conductance level. Using climate model projections from 18 CMIP6 global climate models, we layer the LGBN on top of future climate forecasts to conduct a survivability analysis for both current (2023-2025) and future years (2026-2100). Based on the criteria T WEGT > 31.1° C and T skiin > 35°C, the analysis shows that a significant percentage of rickshaw pullers (32%) are already facing a high risk of heat-related illness or prolonged exposure to extreme heat (T WBGT > 31.1°C) during regular work hours. In future years, e.g., 2026–2030, based on the CMIP6-based climate models, this percentage can rise to 37 ±17% with an exposure duration of 11.9 ±2 minutes (68% of the trip duration) on average. A similar trend is found based on rickshaw pullers' skin temperature with exposure (T skin > 35°C) durations expanding from 11 minutes (64% of the trip duration) to 13 ± 2 minutes (73% of the trip duration) by 2026-2030. Finally, a Thematic Analysis of interview data provides qualitative insights that complement the current observation and model's predictions in the future. The findings reveal that rickshaw
- Research Article
35
- 10.1113/expphysiol.2012.068353
- Oct 3, 2012
- Experimental Physiology
During a simulated haemorrhagic challenge, syncopal symptoms develop sooner when individuals are hyperthermic relative to normothermic. This is due, in part, to a large displacement of blood to the cutaneous circulation during hyperthermia, coupled with inadequate cutaneous vasoconstriction during the hypotensive challenge. The influence of local skin temperature on these cutaneous vasoconstrictor responses is unclear. This project tested the hypothesis that local skin temperature modulates cutaneous vasoconstriction during simulated haemorrhage in hyperthermic humans. Eight healthy participants (four men and four women; 32 ± 7 years old; 75.2 ± 10.8 kg) underwent lower-body negative pressure to presyncope while heat stressed via a water-perfused suit sufficiently to increase core temperature by 1.2 ± 0.2 °C. At forearm skin sites distal to the water-perfused suit, local skin temperature was either 35.2 ± 0.6 (mild heating) or 38.2 ± 0.2 °C (moderate heating) throughout heat stress and lower-body negative pressure, and remained at these temperatures until presyncope. The reduction in cutaneous vascular conductance during the final 90 s of lower-body negative pressure, relative to heat-stress baseline, was greatest at the mildly heated site (-10 ± 15% reduction) relative to the moderately heated site (-2 ± 12%; P = 0.05 for the magnitude of the reduction in cutaneous vascular conductance between sites), because vasoconstriction at the moderately heated site was either absent or negligible. In hyperthermic individuals, the extent of cutaneous vasoconstriction during a simulated haemorrhage can be modulated by local skin temperature. In situations where skin temperature is at least 38 °C, as is the case in soldiers operating in warm climatic conditions, a haemorrhagic insult is unlikely to be accompanied by cutaneous vasoconstriction.
- Research Article
8
- 10.1177/1747493018790079
- Jul 19, 2018
- International Journal of Stroke
Rapid therapeutic decisions in acute stroke patients leading to earlier initiation of revascularization therapies are associated with better outcome. An association between regular working hours and reduced time to initiation of intravenous thrombolysis has been reported. However, its influence on mechanical thrombectomy (MT) remains uncertain. We aimed to analyze the effects of admission time on door-to-groin time and stroke outcome in a large prospective stroke registry of the Neurovascular Net Ruhr in Germany. Procedural times of a total of 512 patients treated with MT were analyzed. Admission to hospital during regular working days and hours (Monday to Friday, 8 am to 4 pm) was compared with admission outside these times. Door-to-groin time and the difference in NIH Stroke Scale between admission and discharge served as primary outcome parameters. Long-term functional outcome was centrally assessed with modified Rankin scale. MT outside regular working hours was associated with a significant mean initiation delay of 20 min. By multivariate regression analysis, every 20 min delay of MT reduced the difference in NIHSS score between admission and discharge by 0.76 points (95% CI -1.24 to -0.28, p = 0.002). Favorable long-term outcome did not differ between both treatment groups. Treatment outside regular working hours caused a significant delay in the initiation of MT, which was associated with a decreased short-term clinical efficacy of thrombectomy. Strategies like compulsory attendance of the interventional neuroradiologist at the hospital 24/7 might result in shorter door-to-groin times and consecutive in better stroke outcome.
- Research Article
6
- 10.1093/joccuh/uiad004
- Nov 8, 2023
- Journal of Occupational Health
The present study aimed to identify and compare the associations between long working hours and use of work-related communication devices outside regular working hours and anxiety symptoms, thereby providing insight into redefining working hours. Based on the cross-sectional data from the sixth Korean Working Conditions Survey (KWCS), specifically the responses from 46 055 workers, the use of work-related communication devices outside of regular working hours, long working hours, and anxiety symptoms were assessed. To investigate the associations between using work-related communication devices outside regular working hours or long working hours with anxiety symptoms, odds ratios (ORs) and 95% CIs were calculated using multiple logistic regression models. Among 46 055 participants, 25 659 (55.7%) used work-related communication devices outside working hours, 8145 (17.7%) worked long hours, and 2664 (5.8%) experienced anxiety symptoms. Compared with the reference group, those who used work-related communication devices outside regular working hours without working long hours, had higher OR of anxiety symptoms (OR: 2.18; 95% CI, 1.97-2.41) than those who worked long hours without using work-related communication devices during off-hours (OR: 1.32; 95% CI, 1.09-1.59). Furthermore, the group that both worked long hours and used work-related communication devices outside working hours exhibited the highest OR of anxiety symptoms (OR: 2.57; 95% CI, 2.24-2.97). Using work-related communication devices outside regular working hours is associated with a higher risk of anxiety symptoms compared with long working hours. This result suggests that using work-related devices outside regular working hours, in addition to regular work time, should be considered when redefining working hours.
- Research Article
2
- 10.1177/2031952519828752
- Mar 1, 2019
- European Labour Law Journal
The 2003/88/EC Working Time Directive limits maximum weekly working time to 48 hours per week and establishes minimum daily rest periods of 11 hours. Article 22 thereof allows Member States to opt-out of the 48-hours limitation, thus limiting daily working hours to 13, subject to the respect of the general principles of the protection of the health and safety of workers and to employees’ consent. This article attaches great weight to Member States’ obligations to respect the General Principles, which include, inter alia, the protection of workers’ health and safety; workers’ right to reasonable working hours and to dignity; and the notion of adapting work to workers. It refers to empirical research exposing the distinctly negative implications of work lasting more the 12 daily hours on both workers’ health and safety. It suggests that the limitation of working hours should be treated as equivalent to the supplying of employees in industrial plants with protective equipment. It regards employers’ duty to adapt work to workers as having double meaning: first, longitude of hours worked should fit the physical and mental limitations characterising the human body; second, workload should be adapted to employees’ physical and psychological limitations vis-à-vis work hours. The article concludes that it is doubtful whether allowing regular working hours of up to 13 hours complies with the General Principles; proposes to interpret the derogation as limiting regular daily working hours to 12; and to amend the derogation accordingly. It further concludes that the Directive rightly prioritises workers’ health and safety over economic considerations. Indeed, workers are not a means to achieve employers’ goals; rather, they are human beings whose physical and psychological well-being must be respected in the context of working hours and must prevail over commercial interests. Further, commercial interests actually call for the limitation of working hours to up to 12 on a regular basis. The derogation is also subject to workers’ consent and thus reflects their rights to autonomy in the workplace and to free choice of occupation. Hence, employees should be treated as (part) authors of their own work environments and should therefore have the power to shape the length of their overtime. However, their right to autonomy may be hindered by direct or indirect pressures, especially as they have little bargaining powers and alternatives. In order to achieve actual autonomy in the workplace, this article suggests that: employers inform employees as to their freedom to choose whether or not to opt-out and of the risks to health and safety emanating from overtime; consent be written; and that overtime performed beyond 48 weekly hours without free and informed consent be regarded as unconsenting and deserving of reparation.
- Research Article
27
- 10.1302/2633-1462.29.bjo-2021-0079.r1
- Sep 1, 2021
- Bone & Joint Open
AimsThis study aimed to describe preoperative waiting times for surgery in hip fracture patients in Norway, and analyze factors affecting waiting time and potential negative consequences of prolonged waiting time.MethodsOverall, 37,708 hip fractures in the Norwegian Hip Fracture Register from January 2014 to December 2018 were linked with data in the Norwegian Patient Registry. Hospitals treating hip fractures were characterized according to their hip fracture care. Waiting time (hours from admission to start of surgery), surgery within regular working hours, and surgery on the day of or on the day after admission, i.e. ‘expedited surgery’ were estimated.ResultsMean waiting time was 22.6 hours (SD 20.7); 36,652 patients (97.2%) waited less than three days (< 72 hours), and 27,527 of the patients (73%) were operated within regular working hours (08:00 to 16:00). Expedited surgery was given to 31,675 of patients (84%), and of these, 19,985 (53%) were treated during regular working hours. Patients classified as American Society of Anesthesiologists (ASA) classes 4 and 5 were more likely to have surgery within regular working hours (odds ratio (OR) 1.59; p < 0.001), and less likely to receive expedited surgery than ASA 1 patients (OR 0.29; p < 0.001). Low-volume hospitals treated a larger proportion of patients during regular working hours than high volume hospitals (OR 1.26; p < 0.001). High-volume hospitals had less expedited surgery and significantly longer waiting times than low and intermediate-low volume hospitals. Higher ASA classes and Charlson Comorbidity Index increased waiting time. Patients not receiving expedited surgery had higher 30-day and one-year mortality rates (OR 1.19; p < 0.001) and OR 1.13; p < 0.001), respectively.ConclusionThere is inequality in waiting time for hip fracture treatment in Norway. Variations in waiting time from admission to hip fracture surgery depended on both patient and hospital factors. Not receiving expedited surgery was associated with increased 30-day and one-year mortality rates.Cite this article: Bone Jt Open 2021;2(9):710–720.
- Research Article
3
- 10.1016/j.jadr.2025.100877
- Apr 1, 2025
- Journal of Affective Disorders Reports
Electrodermal activity and skin temperature characteristics related to stress and depression: A 4-week observational study of office workers
- Research Article
16
- 10.1016/j.trre.2018.05.001
- May 8, 2018
- Transplantation Reviews
Outcome of transplantation performed outside the regular working hours: A systematic review and meta-analysis of the literature.
- Research Article
- 10.1055/a-2494-1722
- Mar 1, 2025
- Applied clinical informatics
Patients with cirrhosis are at high risk for developing hepatocellular carcinoma (HCC), warranting receipt of semiannual surveillance imaging with the potential to identify abnormal liver lesions. Since the implementation of the 21st Century Cures Act's Information Blocking provision, test results are immediately released to patients through the patient portal. There is an increasing trend of patients reviewing their results before their providers. We aimed to determine whether the date and time characteristics of when the result is released to the electronic health record (EHR) are associated with patients reviewing results before providers. In patients with cirrhosis undergoing ambulatory liver imaging, the date-time characteristics of when the result was released to providers in the EHR were categorized as outside regular work hours for holidays, weekends, or outside normal business hours. Logistic regression was used to determine the relationship between results released to the EHR outside work hours and whether the patient or provider was the first to review the result. We identified 850 imaging studies from 401 patients with a median age of 62 (interquartile range [IQR]: 53-69) years. Patient time to result review was shorter or equivalent to their providers for 57% of the results. A total of 170 (20.0%) of results were released outside regular work hours. There was an increased odds of the patient reviewing the result before providers for results released outside regular work hours (adjusted odds ratio [aOR] = 1.54, 95% CI: 1.08-2.20). HCC screening results released to the EHR outside regular work hours is associated with patients reviewing these results before providers.
- Research Article
40
- 10.1136/bmjdrc-2020-002027
- Jun 1, 2021
- BMJ Open Diabetes Research & Care
IntroductionDiabetes prevalence continues to grow and there remains a significant diagnostic gap in one-third of the US population that has pre-diabetes. Innovative, practical strategies to improve monitoring of glycemic health...
- Research Article
8
- 10.1007/s11739-016-1546-z
- Oct 8, 2016
- Internal and emergency medicine
Non-invasive ventilatory support is frequently used in patients with severe respiratory failure (SRF), but is often limited to intensive care units (ICU). We hypothesized that an instantaneous short course of NIV (up to 2h), limited to regular working hours as an additional therapy on the emergency department (ED) would be feasible and could improve patient´s dyspnoea measured by respiratory rate and Borg visual dyspnea scale. NIV was set up by an interdisciplinary respiratory care team. Outside these predefined hours NIV was performed in the ICU. This is an observational cohort study over 1year in the ED in a non-university hospital. Fifty-one % of medical emergencies arrived during regular working hours (5475 of 10,718 patients). In total, 63 patients were treated with instantaneous NIV. Door to NIV in the ED was 56 (31-97) min, door to ICU outside regular working hours was 84 (57-166) min. Within 1h of NIV, the respiratory rate decreased from 30/min (25-35) to 19/min (14-24, p<0.001), the Borg dyspnoea scale improved from 7 (5-8) to 2 (0-3, p<0.001). In hypercapnic patients, the blood-pH increased from 7.29 (7.24-7.33) to 7.35 (7.29-7.40) and the pCO2 dropped from 8.82 (8.13-10.15) to 7.45 (6.60-8.75) kPa. In patients with SRF of varying origin, instantaneous NIV in the ED during regular working hours was feasible in a non-university hospital setting, and rapidly and significantly alleviated dyspnoea and reduced respiratory rate. This approach proved to be useful as a bridge to the ICU as well as an efficient palliative dyspnoea treatment.
- Addendum
4
- 10.1007/s11739-016-1569-5
- Nov 1, 2016
- Internal and Emergency Medicine
Non-invasive ventilatory support is frequently used in patients with severe respiratory failure (SRF), but is often limited to intensive care units (ICU). We hypothesized that an instantaneous short course of NIV (up to 2 h), limited to regular working hours as an additional therapy on the emergency department (ED) would be feasible and could improve patient´s dyspnoea measured by respiratory rate and Borg visual dyspnea scale. NIV was set up by an interdisciplinary respiratory care team. Outside these predefined hours NIV was performed in the ICU. This is an observational cohort study over 1 year in the ED in a non-university hospital. Fifty-one % of medical emergencies arrived during regular working hours (5475 of 10,718 patients). In total, 63 patients were treated with instantaneous NIV. Door to NIV in the ED was 56 (31–97) min, door to ICU outside regular working hours was 84 (57–166) min. Within 1 h of NIV, the respiratory rate decreased from 30/min (25–35) to 19/min (14–24, p < 0.001), the Borg dyspnoea scale improved from 7 (5–8) to 2 (0–3, p < 0.001). In hypercapnic patients, the blood-pH increased from 7.29 (7.24–7.33) to 7.35 (7.29–7.40) and the pCO2 dropped from 8.82 (8.13–10.15) to 7.45 (6.60–8.75) kPa. In patients with SRF of varying origin, instantaneous NIV in the ED during regular working hours was feasible in a non-university hospital setting, and rapidly and significantly alleviated dyspnoea and reduced respiratory rate. This approach proved to be useful as a bridge to the ICU as well as an efficient palliative dyspnoea treatment.
- Research Article
43
- 10.1007/s00392-008-0671-8
- May 8, 2008
- Clinical Research in Cardiology
Studies about the influence of various factors on clinical therapy and course in acute coronary syndromes have shown that the outcome is related to admission time to the hospital, with an impaired prognosis in patients admitted out of regular working hours. However little is known about the impact of admission on weekend in hospitals with catheterisation laboratories. We analyzed data of the prospective MITRA-PLUS registry of 11,516 patients with ST-elevation myocardial infarction (STEMI) admitted to hospitals with catheterization facilities for differences of in-hospital mortality between patients admitted during regular working hours, at night and on weekends. The prehospital delay and "door-to-balloon"-time were significantly longer on weekends and at nights than at regular working hours (median 196 Vs. 240 Vs. 155 min; P < 0.0001; 60 Vs. 84 min at weekends, resp. 75 min at nights; P < 0.0001). Reperfusion therapy was performed in 72.8% (8,248/11,332) patients, and there were less patients treated on weekend versus "on"-hours (69.7 Vs. 77 %, P < 0.0001). On weekends we found a significant higher in-hospital mortality (11.1 Vs. 9.4%, P = 0.01) and at night there was a trend to higher in-hospital mortality when compared with regular working hours (10.6 Vs. 9.4%, P = 0.07). In patients with STEMI admitted to hospitals with catheterization facilities, admission during the "off"-hours is associated with higher in-hospital mortality. This may be due to lower rates of revascularization therapy and longer prehospital and in-hospital delays as compared to "on"-hours.
- Research Article
135
- 10.1016/s0893-133x(98)00076-1
- Mar 1, 1999
- Neuropsychopharmacology
A Nicotine Antagonist, Mecamylamine, Reduces Cue-Induced Cocaine Craving in Cocaine-Dependent Subjects
- Research Article
162
- 10.1007/s002130050438
- Nov 6, 1997
- Psychopharmacology
Psychopharmacological studies using caffeinated beverages or caffeine have rarely considered temporal effects on psychological and physiological function or the specific contribution of caffeine, hot water, or beverage type to the observed effects. The effect of 400 ml hot tea, coffee, and water consumption on systolic and diastolic blood pressure (SBP and DBP), heart rate, skin conductance (a measure of sympathetic nervous system activation), skin temperature, salivary cortisol, and mood were monitored in 16 healthy caffeine-withdrawn (14 h) subjects in a complete crossover design. Beverages were ingested with/without 100 mg caffeine and milk (tea/coffee only). Hot beverage ingestion rapidly increased skin conductance and temperature (+1.7 degrees C) with peak effects observed only 10-30 min post-consumption. Caffeine in the beverage rapidly augmented skin conductance responses but, in contrast to the effect of hot water, reduced the skin temperature response and increased SBP (+2.8 mmHg) and DBP (+2.1 mmHg) 30-60 min post-consumption. Both caffeine and milk addition to beverages independently improved mood and reduced anxiety 30 and 60 min post-consumption. Milk addition had no other effects apart from attenuating the transient increase in physiological responses associated with the drinking phase. There were no effects of beverage consumption on salivary cortisol or of beverage vehicle on salivary caffeine levels, the latter indicating that caffeine pharmacokinetics was similar in both tea and coffee, and not different from caffeinated water. In keeping with this, the responses to tea and coffee ingestion were similar and largely accounted for by the effects of hot water and caffeine. However, tea potentiated the increase in skin temperature compared to coffee and water indicative of a greater vasodilatory response plausibly related to the presence of flavonoids in tea. We conclude that ingestion of hot caffeinated beverages stimulates physiological processes faster than hitherto described, primarily via the effects of hot water and caffeine, but with beverage type and milk playing important modulatory roles.
- Research Article
134
- 10.1016/s0376-8716(97)00144-0
- Jan 1, 1998
- Drug and Alcohol Dependence
An acute dose of nicotine enhances cue-induced cocaine craving