Data · dataset · 2017
The development and validation of a Real Time Location System to reliably monitor everyday activities in natural contexts
Listed in LSHTM Data Compass
The accurate measurement of behaviour is vitally important to many disciplines and practitioners of various kinds.
Description
While different methods have been used (such as observation, diaries, questionnaire), none are able to accurately monitor behaviour over the long term in the natural context of people's own lives. The aim of this work was therefore to develop and test a reliable system for unobtrusively monitoring various behaviours of multiple individuals within the same household over a period of several months.
A commercial Real Time Location System was adapted to meet these requirements and subsequently validated in three households by monitoring various bathroom behaviours. The results indicate that the system is robust, can monitor behaviours over the long-term in different households and can reliably distinguish between individuals. Precision rates were high and consistent.
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Recall rates were less consistent across households and behaviours, although recall rates improved considerably with practice at set-up of the system. The achieved precision and recall rates were comparable to the rates observed in more controlled environments using more valid methods of ground truthing. These initial findings indicate that the system is a valuable, flexible and robust system for monitoring behaviour in its natural environment that would allow new research questions to be addressed.
Links
Where it is published
- LSHTM Data Compass record datacompass.lshtm.ac.uk/id/eprint/332/1/S1_Dataset.xlsx ↗
landing page · from lshtm ac uk
- LSHTM Data Compass record datacompass.lshtm.ac.uk/id/eprint/332/2/S1_Table.docx ↗
landing page · from lshtm ac uk
- LSHTM Data Compass record datacompass.lshtm.ac.uk/id/eprint/332/3/S2_Dataset.xlsx ↗
landing page · from lshtm ac uk
- LSHTM Data Compass record datacompass.lshtm.ac.uk/id/eprint/332/4/S3_Dataset.xlsx ↗
landing page · from lshtm ac uk
- DOI doi.org/10.1371/journal.pone.0171610.s001 ↗
DOI / persistent id · from lshtm ac uk
Catalogue records · 1
- OAI-PMH record datacompass.lshtm.ac.uk/cgi/oai2?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3… ↗
metadata API · from lshtm ac uk
Topics
- From keywords
- Earth & Environmental Science · Humanities · Life Sciences · Medicine & Health · Social Science
- Inferred from text
- Epidemiology 70%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| LSHTM Data Compass | oai:datacompass.lshtm.ac.uk:332 | 12 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | |
| concepts[field].anzsrc:group:4202 | enrichment · lshtm ac uk | taxonomy-embedding@1.0.0 | title+keywords+description (70%) |
| concepts[field].local:field:earth-environmental | mapping · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | |
| description | source · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | |
| title | source · lshtm ac uk | connector:lshtm_ac_uk@1.0.0 | /metadata/dc/title |