Public Datasets from the Ecological Momentary Assessment Technical Pilot Study Conducted Among University Students (WP1.3, EMA1)
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This repository contains data collected for Work Package 1.3: Short-term impacts of ICT use on adult wellbeing, part of the DigiWELL project (Research of Excellence on Digital Technologies and Wellbeing, CZ.02.01.01/00/22_008/0004583). This study was conducted as a technical pilot (EMA1) to verify the functionality of the research applications used for subsequent EMA studies: Health React (for survey collection) and eBehave (for passive smartphone trace data collection), both developed by the University of Hradec Králové. The seven-day EMA study involved 58 Masaryk University students (58% female; age range: 19–30 years; M = 21.5; SD = 2.3).
KeywordsEcological Momentary Assessment, Experience Sampling Method, Technical pilot
Codebook documentation- File format: The codebook is provided in Excel format ("ema1_codebook_public_v1_1.xlsx") for optimal readability and navigation.- Sheet structure: The file is organized into sheets corresponding to each dataset.- Language versions: Each dataset is documented in an English version (identified by the _en suffix) and the original Czech version (identified by the _cs suffix).- Row definition: Each row represents a single variable within the respective dataset.- Column definition: Every sheet contains the following standardized columns - "column" - the numerical order of the variable in the dataset. - "label" - the unique variable name (header) as it appears in the data files. - "question" - a variable description or the exact wording of the question presented to participants. - "values" - definition of data types or a comprehensive list of all possible response options. - "routing" - the survey logic/conditions under which the question was displayed to the participant (question always listed if missing)
Dataset documentation
Data structure:- File format: All datasets are provided in CSV format using a semicolon separator (;).- Row definition: Each row represents a unique observation (a specific participant's response to a single survey instance).- Column definition: Each column represents a variable with descriptive headers (detailed in the codebook).- Open-ended responses are provided in the original Czech language (the primary language of all study participants).- Missing values were represented as “NA”.- All datasets include a unique participant ID to allow for cross-referencing and merging across files.
Dataset list:"ema1_daily_survey_data_public_v1_1.csv" - Contains responses and survey metadata for the daily EMA surveys. - Participants were notified semi-randomly five times a day within the following windows: 7:00–9:30, 9:30–12:00, 12:00–14:30, 14:30–17:00, and 17:00–19:30.
"ema1_end_of_day_survey_data_public_v1_1.csv" - Contains responses and survey metadata for the end-of-day EMA surveys. - Notifications were sent semi-randomly once per day between 19:30 and 22:00.
"ema1_self_initiated_survey_data_public_v1_1.csv" - Contains responses and survey metadata for the self-initiated EMA surveys. - Participants were instructed to manually complete this survey once daily, immediately before going to sleep.
"ema1_entry_survey_data_public_v1_1.csv" - Contains responses from the entry survey collected prior to the EMA phase. - Includes basic demographic information and technical details of the devices used.
"ema1_post_survey_data_public_v1_1.csv" - Contains responses from the post-study survey. - Includes retrospective feedback on the study experience, technical issues, and suggestions for application improvements.
Additional notes
- All data have been anonymized to protect participant privacy in accordance with GDPR standards.- This dataset is made available under the Creative Commons Attribution 4.0 International License (CC-BY 4.0).- Please reference the dataset appropriately when using it in your research or analysis.
For additional information or questions, please contact the contact person: Martin Tancoš (tancos@fss.muni.cz).
本仓库收录的是DigiWELL项目(数字技术与福祉卓越研究,项目编号CZ.02.01.01/00/22_008/0004583)中工作包1.3“信息与通信技术使用对成人福祉的短期影响”所收集的数据。本研究作为技术预试验(EMA1)开展,用于验证后续生态瞬时评估(Ecological Momentary Assessment, EMA)研究所用研究应用的功能,两款应用分别为用于问卷收集的Health React与用于智能手机被动追踪数据采集的eBehave,均由赫拉德茨-克拉洛韦大学开发。
这项为期7天的EMA研究共纳入58名马萨里克大学学生,其中女性占比58%,年龄区间为19~30岁,平均年龄21.5岁,标准差为2.3。
**关键词**:生态瞬时评估、经验取样法(Experience Sampling Method)、技术预试验
### 代码本文档
- 文件格式:为保障可读性与导航便捷性,代码本以Excel格式提供,文件名为"ema1_codebook_public_v1_1.xlsx"。
- 工作表结构:该文件按各个数据集分别设置对应工作表。
- 语言版本:每个数据集均提供英文版本(后缀为"_en")与原始捷克语版本(后缀为"_cs")。
- 行定义:每一行代表对应数据集中的单个变量。
- 列定义:每个工作表均包含以下标准化列:
- "column":变量在数据集中的数字排序
- "label":数据文件中使用的唯一变量名(即表头)
- "question":变量描述或向参与者展示的问题原文
- "values":数据类型定义或所有可能响应选项的完整列表
- "routing":向参与者展示该问题的调查逻辑/条件,若该字段缺失则默认该问题始终展示
### 数据集文档
#### 数据结构
- 文件格式:所有数据集均以CSV格式提供,使用分号(;)作为分隔符。
- 行定义:每一行代表一条唯一观测值,即特定参与者对单次问卷的作答结果。
- 列定义:每一列代表一个变量,表头带有描述性信息,详细说明见代码本。
- 开放式作答内容均以原始捷克语呈现,本研究所有参与者的母语为捷克语。
- 缺失值以"NA"表示。
- 所有数据集均包含唯一参与者ID,以便跨文件交叉引用与合并。
#### 数据集列表
1. "ema1_daily_survey_data_public_v1_1.csv":包含每日EMA问卷的作答结果与问卷元数据。参与者每日会在以下五个时段内被半随机推送通知:7:00~9:30、9:30~12:00、12:00~14:30、14:30~17:00及17:00~19:30。
2. "ema1_end_of_day_survey_data_public_v1_1.csv":包含每日结束时EMA问卷的作答结果与问卷元数据。通知每日仅推送一次,时段为19:30~22:00。
3. "ema1_self_initiated_survey_data_public_v1_1.csv":包含自主发起式EMA问卷的作答结果与问卷元数据。参与者需在每日睡前手动完成该问卷。
4. "ema1_entry_survey_data_public_v1_1.csv":包含EMA阶段前收集的入组问卷作答结果,内容涵盖基本人口统计学信息与所用设备的技术细节。
5. "ema1_post_survey_data_public_v1_1.csv":包含研究结束后收集的问卷作答结果,内容涵盖对研究体验的回顾性反馈、技术问题反馈及应用改进建议。
### 附加说明
- 所有数据均已匿名化处理,符合《通用数据保护条例》(General Data Protection Regulation, GDPR)标准,以保护参与者隐私。
- 本数据集采用知识共享署名4.0国际许可协议(Creative Commons Attribution 4.0 International License, CC-BY 4.0)发布。
- 若在研究或分析中使用本数据集,请进行恰当引用。
如需获取更多信息或提出疑问,请联系项目联系人:Martin Tancoš(邮箱:tancos@fss.muni.cz)
提供机构:
Zenodo
创建时间:
2026-05-07



