定性、问卷和可穿戴输出数据集，以配合'传感器内置SmartSocks可穿戴原型用于检测痴呆患者躁动的可接受性和可行性'
用于评估SmartSocks可穿戴原型检测痴呆患者躁动可接受性和可行性的定性、问卷和可穿戴输出数据集，包含护理院员工焦点小组数据、临床问卷及设备佩戴警报数据。
基本信息
资源简介
定性、问卷和可穿戴输出数据集，以配合''传感器内置SmartSocks可穿戴原型用于检测痴呆患者躁动的可接受性和可行性''
【一句话概览】
本数据集是 figshare 公开的多模态数据集，主题涵盖 Dementia、Agitation、Health tech、Care Homes，可用于跨模态对齐与融合建模研究，CC BY 4.0 许可开放获取。
【数据集背景】
本数据集源站标题为《Qualitative, Questionnaire and Wearable Output Datasets to Accompany: ''Acceptability and Feasibility of a Sensor-Instrumented ‘SmartSocks’ Wearable Prototype to Detect Agitation in People with Dementia.''》。配套论文《Acceptability and feasibility of a sensor-instrumented ‘SmartSocks’ wearable prototype to detect agitation in people with dementia》发表于 International Psychogeriatrics（2025），DOI：10.1016/j.inpsyc.2025.100154。项目资助方：Innovate UK 10055596。源站首次发布：2025-12-03。
【数据内容】
源站原始描述：Please see accompanying Data Dictionary for variable descriptions. Data are sensitive and cannot be freely shared however access can be granted by contacting Byron.Creese@brunel.ac.uk. SMARTSOCKSDATA.csv: Clinical and questionnaire based data for baseline, week 1, week 2 and week 4. Thematic Analysis.xlsx: Qualitative data from focus groups with care home staff. These are extracted codes and selected quotes not raw data. Alerts_all_participants.csv: Number of alerts. If participant number is not…
【数据结构与技术规格】
数据集 DOI：10.17633/rd.brunel.30127036.v1。
【主题与分类】
源站学科分类：Clinical psychology、Psychiatry (incl. psychotherapy)。主题标签：Dementia、Agitation、Health tech、Care Homes。
【适用方向】
多模态数据适合跨模态对齐、融合建模与联合表征学习方向的研究。
【获取与许可】
源站页面：https://brunel.figshare.com/articles/dataset/Qualitative_Questionnaire_and_Wearable_Output_Datasets_to_Accompany_Acceptability_and_Feasibility_of_a_Sensor-Instrumented_SmartSocks_Wearable_Prototype_to_Detect_Agitation_in_People_with_Dementia_/30127036
使用许可：CC BY 4.0（https://creativecommons.org/licenses/by/4.0/）。
规范引用：Creese, Byron (2025). Qualitative, Questionnaire and Wearable Output Datasets to Accompany: ''Acceptability and Feasibility of a Sensor-Instrumented ‘SmartSocks’ Wearable Prototype to Detect Agitation in People with Dementia.''. Brunel University London. Dataset
下载信息
注册下载
需要注册 Kaggle 账号并登录后下载，适合需要跟踪下载记录和使用 API 的用户。
暂未开放公开下载
无需注册即可直接获取公开样本或文档，适合快速预览和评估数据集质量。
免登录当前数据集主要来源为 Kaggle 公开托管，完整影像包建议通过原始链接或 Kaggle API 获取。
使用方式
数据集获取（Figshare）
- 源站标题：Qualitative, Questionnaire and Wearable Output Datasets to Accompany: ‘‘Acceptability and Feasibility of a Sensor-Instrumented ‘SmartSocks’ Wearable Prototype to Detect Agitation in People with Dementia.’’
- DOI：10.17633/rd.brunel.30127036.v1
- 发布日期：2025-12-03
- 源站页面：https://brunel.figshare.com/articles/dataset/Qualitative_Questionnaire_and_Wearable_Output_Datasets_to_Accompany_Acceptability_and_Feasibility_of_a_Sensor-Instrumented_SmartSocks_Wearable_Prototype_to_Detect_Agitation_in_People_with_Dementia_/30127036
按页面 Download 按钮获取。
数据加载示例（图像类）
from PIL import Image
import glob, os
files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)
# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path) # 要求 子目录=类别
目录组织与标注格式以源站说明和下载后实际文件为准。
数据说明
Please see accompanying Data Dictionary for variable descriptions. Data are sensitive and cannot be freely shared however access can be granted by contacting Byron.Creese@brunel.ac.uk.
SMARTSOCKSDATA.csv: Clinical and questionnaire based data for baseline, week 1, week 2 and week 4.
Thematic Analysis.xlsx: Qualitative data from focus groups with care home staff. These are extracted codes and selected quotes not raw data.
Alerts_all_participants.csv: Number of alerts. If participant number is not present it means there were no alerts for that individual at all.
Number of hours.csv: SmartSocks number of hours worn data. Hours worn is derived from the number of hours that data were transmitted each day rather than actual wear time.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.17633/rd.brunel.30127036.v1（source: https://brunel.figshare.com/articles/dataset/Qualitative_Questionnaire_and_Wearable_Output_Datasets_to_Accompany_Acceptability_and_Feasibility_of_a_Sensor-Instrumented_SmartSocks_Wearable_Prototype_to_Detect_Agitation_in_People_with_Dementia_/30127036）。
需要用于商业化训练或医疗器械注册（NMPA/FDA）？
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