Automated Stress Detection and Restoration in Office Workers
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 入组人数
- 50
- 试验地点
- 2
- 主要终点
- Gaze angle
研究概览
简要总结
This study aims at establishing a laboratory experiment that mimics office work stressors, examining the feasibility of automated stress detection, and identifying the most significant physiological and/or behavioral features that can be used to differentiate between positive stress (eustress) and negative stress (distress). Additionally, we will investigate if triggering the olfactory (exposing participants to pleasant smells) senses would help reduce stress.
详细描述
The experiment is divided into 2 main phases:
The first phase is the eustress-distress data collection: In this phase, participants will complete three conditions:
- "No-stress": Participants will sit idle on their desks without performing any task. This is important to record a baseline of physiological signals that will allow us to compare the physiological responses in later stages.
- "Low-stress work": Participants will be asked to prepare a brief presentation about a familiar topic (e.g., favorite types of food, TV shows, academic work). A strict time limit will not be provided; instead, participants will be told that they have at least 30 minutes and up to 40 minutes if they need that amount of time to complete the presentation.
- "High-stress work": Participants will be required to prepare a presentation about an unfamiliar topic with a time limit of 30 minutes. The topic and the requirements will be carefully established to make the completion of the presentation achievable but at the same time to create a sense of time pressure, heavy workload, and unfamiliarity with the task. We will employ a concept similar to the Trier Social Stress Test, in which participants are required to develop and deliver a speech to a panel. This test has been employed in several studies as a means of inducing high-stress reactions. In our study, participants will be informed that a two-person judging committee will be scoring their work performance by watching through a Zoom shared screen. Participants will be told that their final score will be compared to all other study participants such that the highest scoring individuals will receive an award. The committee's "score" will be presented on the screen beginning at 100 and will be decreased and increased in a standardized manner across all participants. Changes in the score will appear at uneven intervals such that the participants do not recognize a pattern but associate the scoring with the judging committee noticing some sort of work flaw or issue. A countdown clock with time remaining will be presented on the screen, recorded office noise (e.g., printers, distant chatting, computers) will be played in the background, and temperature will be increased outside the comfort range. In addition, participants will be subject to interruptions including pop-up messages, calls or emails every 5 minutes to ask about progress.
During the three conditions (idle, low stress, high stress) participants will be asked 5 questions every 5 minutes:
- In the last five minutes, to what extent did you consider the work you are performing as an opportunity or challenge?
- In the last five minutes, to what extent did you consider the work you are performing as a source of pressure?
- Over the last five minutes, how would you rate your productivity?
- Over the last five minutes, how would you rate your mood?
- Over the last five minutes, how would you rate your stress level?
研究设计
- 研究类型
- Interventional
- 分配方式
- Randomized
- 干预模型
- Factorial
- 主要目的
- Diagnostic
- 盲法
- Single (Participant)
入排标准
- 年龄范围
- 18 Years 至 —（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 是
入选标准
- •Participants will be older than
- •Participants should be proficient at speaking and writing in English.
- •Qualified participants should have a normal or corrected-to-normal vision, and a normal sense of smell.
排除标准
- •Participants will be screened to make sure that they don't have any physical or psychological-related problems that make them sensitive to stress-inducing tasks.
- •Participants who are taking any medication to regulate their blood pressure will not be allowed to participate in the study as these medications might affect the quality of the blood volume pulse-related data.
- •Pregnant women are not allowed to participate in this study.
- •Participants using prescription medication, diagnosed with color blindness, rhinitis, or hay fever, or have allergic reactions to essential oils ( e.g., contact dermatitis, allergic rhinitis) will not be allowed to participate in this study.
结局指标
主要结局
Gaze angle
时间窗: Throughout study participation, up to 120 minutes
A facial detection algorithm will be used to detect the gaze angle direction of the participant from a camera that collects 10 frames per second. The durations of gaze angles will be examined across study conditions.
Heart rate
时间窗: Throughout study participation, up to 120 minutes
Heart rate will be collected through a sensor attached to the participant's chest at a collection rate of 1 heart rate reading per second. The average heart rate will be examined across study conditions.
Blink rate
时间窗: Throughout study participation, up to 120 minutes
A facial detection algorithm will be used to detect the blinking rate of the participant from a camera that collects 10 frames per second. The average blink rate will be examined across study conditions.
Electrodermal activity
时间窗: Throughout study participation, up to 120 minutes
Electrodermal activity will be collected through a sensor placed on the wrist similar to a watch, with data collection at a rate of 4 readings per second. The average electrodermal activity will be examined across study conditions.
次要结局
- Mouse clicks(Throughout study participation, up to 120 minutes)
- Keyboard keystrokes(Throughout study participation, up to 120 minutes)
研究者
Burcin Becerik-Gerber
Professor
University of Southern California