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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao ZENODOarrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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LG-MIAR

Authors: Di Florio, Paola; Sicbaldi, Marcello; Palmerini, Luca; Turolla, Andrea; Pillastrini, Paolo; Chiari, Lorenzo; Silvani, Alessandro;
Abstract

The LOOKING-GLASS MIAR (Monitoraggio Integrato dell’Attività e del Riposo) dataset comprises recordings of heart rate and movement kinematics/kinetics from 12 young, healthy adults (6 females). Experimental protocol The dataset includes two distinct phases: Laboratory (Supervised): Participants performed a rehabilitation-oriented protocol including 6-minute treadmill walking, side-walking, sit-to-stand transitions, crouching, and lifting objects with one and both hands, in a human movement lab. Real-World (Unsupervised): Participants kept the same multi-sensor wearables setup used in the lab until the day after, including overnight sleep. Instrumentation and Data Types The dataset integrates gold-standard laboratory equipment with a multi-sensor wearable network: Cardiac Monitoring: Single-lead ECG (Polar H10) and 4-channel PPG (Polar Verity Sense). Inertial Sensing: Tri-axial acceleration and angular velocity from five AX6 sensors (Axivity Ltd) placed at wrists, ankles, and lower back (L5). Laboratory Ground-Truth: 3D kinematics via BTS Smart-D stereophotogrammetry, kinetic data (forces, moments, COP) via Bertec 4060-08 force plates, and load cell data via a Technobody Walkerview instrumented treadmill. Metadata: CRF, sleep diaries, and sensor non-wear logs. Repository Structure The repository is organized as follows: LGMIAR.zip: Contains individual participant folders, each sub-divided into: docs/: Participant-specific metadata and diaries. lab/: Synchronized raw data from supervised sessions. realWorld/: Continuous 24-hour synchronized sensor recordings. picture_LGMIAR.pdf: Visual documentation of the markers and sensor placement. READMEfile_LGMIAR.txt: Technical guide including data formats, sampling frequencies, and sensor coordinate systems. Research Purpose This unique database is designed to: Facilitate the development and validation of algorithms for heart rate and movement analysis in both controlled and ecological environments. Analyze the transition between laboratory "capacity" and real-world "performance". Establish a normative baseline for the complete rest-activity cycle to optimize future personalized rehabilitation programs. Data Availability This dataset is currently under embargo pending the publication of the associated research article. The files will become Open Access sooner upon article release.

Keywords

Wearable Electronic Devices, Motion Capture, Heart Rate, Rehabilitation, Movement/physiology, Sleep

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average