Cell Phone Ownership and Cellular Text/Email Capabilities Among Temporary and Payroll Construction Workers

Feasibility of Capturing Orthopaedic Trauma Research Outcomes Using Personal Mobile Devices

INTRODUCTION

Patients with orthopaedic trauma are frequently lost to follow-up. Personal mobile devices have been used to ascertain clinical research outcomes. The prevalence of mobile device ownership, use patterns, and attitudes about research among patients with orthopaedic trauma would inform clinical research strategies in this population.

METHODS

A total of 1,434 consecutive unique adults scheduled for an orthopaedic trauma outpatient clinic from December 2019 through February 2020 at a metropolitan level 1 trauma center were identified. Associations of demographic data with clinic attendance and mobile phone registration were explored by logistic regression. One hundred one patients attending clinic were then prospectively surveyed from June 2021 through August 2021 about housing stability, personal mobile device ownership, capabilities, use patterns, and openness to communicating via the device with for orthopaedic care and research.

RESULTS

The prevalence of personal mobile device ownership was 91% by registration data and 90% by a survey. Ninety-nine percent of survey respondents with mobile devices reported cell service always or most of the time. Ninety-three percent kept their devices charged always or most of the time. Ninety-two percent reported e-mail access. Eighty-three percent reported video capability. Ninety-one percent would communicate with their orthopaedic trauma care team by text message. Eighty-seven percent would answer research questions by phone call, 79% by text, and 61% by video. Eighty-five percent reported stable housing, which was not associated with mobile device ownership or use, but was associated with clinic nonattendance (29% vs. 66%, P < 0.01) and changing phone number at least once in the previous year (28% vs. 58%, P = 0.04).

DISCUSSION

Personal mobile devices represent a feasible platform for screening and collecting outcomes from patients with orthopaedic trauma. Nine in 10 patients own personal mobile devices, keep them charged, have text and e-mail service, and would use the device to participate in research. Housing instability was not associated with mobile device ownership or use patterns.

Can a chatbot enhance hazard awareness in the construction industry?

Safety training enhances hazard awareness in the construction industry. Its effectiveness is a component of occupational safety and health. While face-to-face safety training has dominated in the past, the frequent lockdowns during COVID-19 have led us to rethink new solutions. A chatbot is messaging software that allows people to interact, obtain answers, and handle sales and inquiries through a computer algorithm. While chatbots have been used for language education, no study has investigated their usefulness for hazard awareness enhancement after chatbot training. In this regard, we developed four Telegram chatbots for construction safety training and designed the experiment as the treatment factor. Previous researchers utilized eye-tracking in the laboratory for construction safety research; most have adopted it for qualitative analyses such as heat maps or gaze plots to study visual paths or search strategies via eye-trackers, which only studied the impact of one factor. Our research has utilized an artificial intelligence-based eye-tracking tool. As hazard awareness can be affected by several factors, we filled this research void using 2-way interaction terms using the design of experiment (DOE) model. We designed an eye-tracking experiment to study the impact of site experience, Telegram chatbot safety training, and task complexity on hazard awareness, which is the first of its kind. The results showed that Telegram chatbot training enhanced the hazard awareness of participants with less onsite experience and in less complex scenarios. Low-cost chatbot safety training could improve site workers' danger awareness, but the design needs to be adjusted according to participants' experience. Our results offer insights to construction safety managers in safety knowledge sharing and safety training.

An evolutionary game-theoretic analysis of construction workers' unsafe behavior: Considering incentive and risk loss

The behavior of construction workers has a significant impact on the overall safety climate of a project. The purpose of this paper is to figure out the evolutionary pattern of workers' unsafe behavior and to minimize its occurrence. We constructed a two-sided evolutionary game model consisting of workers and managers to explore the focal point of interest, strategy equilibrium conditions, and behavior evolution process. The experimental results of stability analysis and system dynamics show that there are two stable states in all four cases, (Safe behavior, Negative management) as well as (Unsafe behavior, Negative management). The lower the initial willingness of workers to behave unsafely, the faster they reach a safe steady state. By contrast, managers' strategy choices have a certain lag. Workers are discouraged from choosing unsafe behavior under both the positive incentive of raising bonuses and the negative incentive of raising fines. And the sensitivity of the two incentives is similar. For indirect effect risk loss, when it is effectively controlled during safe construction, workers quickly gravitate toward safe behavior. These findings provide a reference for construction safety management. Several practical suggestions were proposed from three perspectives: the worker, the manager, and the site safety climate, focus on the theme of reducing unsafe behavior and achieving a virtuous cycle of safety climate.