#accelerometry-based
8 ) The accelerometry probably isn't the most reliable tool to measure sleep quality. The authors mention that it "does not directly measure sleep stages or architecture and should therefore be considered a proxy-based method rather than a diagnostic tool."
May 20, 2026 at 8:12 AM
Letter to the Editor to read! Regarding: Simple step counting captures comparable health information to complex accelerometer measurements

#accelerometry #physicalactivity

🔗 doi.org/10.1111/joim...

👉Read the Original Article it comments on: onlinelibrary.wiley.com/doi/10.1111/...
<em>Journal of Internal Medicine</em> | Wiley Online Library
Background Physical activity guidelines recommend accumulating moderate-to-vigorous physical activity but interpreting and monitoring these recommendations remains challenging. Although step-based m...
onlinelibrary.wiley.com
July 16, 2025 at 12:40 PM
📚 New @aiprognosis publication
“On capturing effects of medication change in Parkinson's disease with wrist accelerometry-based digital biomarkers” .

Exploring wrist-based #DigitalBiomarkers and medication-related motor changes in PD.

🔗 zenodo.org/records/1849...

#Parkinsonsdisease #Wearables
On capturing effects of medication change in Parkinson's disease with wrist accelerometry-based digital biomarkers
Abstract: Parkinson’s disease (PD) motor symptoms are characterized by fluctuations, rendering their monitoring and therapy personalization challenging. Wrist-worn accelerometers serve as objective di...
zenodo.org
February 11, 2026 at 8:12 AM
📌 Ioannis Gerasimou (Aristotle University of Thessaloniki (AUTH)) presented the @aiprognosis.bsky.social paper “Wrist Accelerometry-based Digital Assessment of Slowness of Movement in Parkinson’s Disease: a Multi-Cohort Analysis” at #EMBC2025.

#ParkinsonsDisease #DigitalBiomarkers
July 23, 2025 at 10:47 AM
#Sleep is beneficial to adoloscent growth and development. However, current #sleepstudies studying adoloscent populations are limited by self-reported or parent-reported data. This research examined the usage of #accelerometry-based measures to describe age and sex-specific sleep habits.
Accelerometer-measured sleep habits in Danish children and adolescents aged 3 to 17 years: a pooled analysis with 9000 participants from six cross-sectional population-based studies
AbstractStudy Objectives. Sleep is vital for health and development, yet inadequate sleep among children and adolescents has risen in recent decades, const
academic.oup.com
September 2, 2026 at 1:00 PM
New @aiprognosis.bsky.social publication:
“Wrist Accelerometry-based Digital Assessment of Slowness of Movement in Parkinson’s Disease: a Multi-Cohort Analysis” (Gerasimou et al.).

zenodo.org/records/1822...
Wrist Accelerometry-based Digital Assessment of Slowness of Movement in Parkinson's Disease: a Multi-Cohort Analysis
Abstract: Bradykinesia and rigidity are two of the core motor symptoms of Parkinsonism. Current clinical assessment is confined into in-person clinical setting, involves the element of subjectivity an...
zenodo.org
January 20, 2026 at 6:02 AM
Twitter Archive II.: Out now in its final form - ”Ambulatory HRV differed significantly across accelerometry-assigned positions and sleep. The proposed approach for free-living HRV analysis may be an effective strategy to remove confounding by physical activity.”
iopscience.iop.org/article/10.1...
Facilitating ambulatory heart rate variability analysis using accelerometry-based classifications of body position and self-reported sleep - IOPscienceSearch
Facilitating ambulatory heart rate variability analysis using accelerometry-based classifications of body position and self-reported sleep, Rietz, Marlene, Schmidt-Persson, Jesper, Gillies Banke Rasmussen, Martin, Overgaard Sørensen, Sarah, Rath Mortensen, Sofie, Brage, Søren, Lund Kristensen, Peter, Grøntved, Anders, Brønd, Jan Christian
iopscience.iop.org
January 25, 2025 at 9:26 PM
🔍 Missing accelerometer data doesn't have to mean missing evidence.
Several imputation approaches in longitudinal studies were evaluated.
Read to learn strategies that outperformed discard-based methods here: doi.org/10.1123/jmpb...

@mbieleke.bsky.social

#accelerometry #missingdata
February 2, 2026 at 7:00 PM
Pulsar accelerometry studies interpret localized deviations from smooth galactic potentials within a predefined mass-based framework, modeling signals as compact objects or DM sub-halos with assumed density profiles. This myopic approach ignores a potential spatially coherent vacuum response.
February 8, 2026 at 2:40 AM
The choice of training sample matters 🙌

Note:
"The study only tested actigraphy-based accelerometry, not the multi-sensor approaches (heart rate, photoplethysmography) used by many commercial wearables. The clinical dataset was limited to sleep apnea; other sleep disorders may behave differently"
June 24, 2026 at 12:49 AM
How do machine‑learning models hold up for capturing #physicalactivity when tested on new, real‑world populations?

"External Validation of a Hip-Worn Accelerometry-Based Machine Learning Model for Physical Behavior Classification in Free-Living Conditions" available here: doi.org/10.1123/jmpb...
January 8, 2026 at 8:49 PM
Some word clouds based on Junrui Di's Google Scholar profile. Popular topics: activity, physical, adults.
November 28, 2024 at 2:45 PM
"V02 max by wearables are obviously not measured by gas exchange or directly, but instead through various imputations based upon population-based algorithms of heart rate and movement (GPS/accelerometry). Studies have assessed the Apple Watch…and Fitbit with…mean absolute percentage error of 7-16%."
The Flawed V02 Max Craze
Conflation With Cardiorespiratory Fitness
erictopol.substack.com
February 23, 2026 at 8:15 PM
New in JMIR Aging: Smartphone-Based Field Assessment of Trunk Stability and Its Relationship With Whole-Body Balance in Older Adults: Cross-Sectional Study #ElderlyHealth #BalanceTraining #FallPrevention #TrunkStability #ActiveAging
Smartphone-Based Field Assessment of Trunk Stability and Its Relationship With Whole-Body Balance in Older Adults: Cross-Sectional Study
Background: Maintaining balance is essential for older adults to preserve independence and reduce fall risk. However, empirical evidence linking trunk stability with balance and gait is scarce, partly due to the lack of accessible field tests. Smartphone-based accelerometry field tests offer a promising approach to assess trunk stability outside the laboratory. Objective: The study aimed to determine (1) the association between trunk stability and whole-body balance and gait and (2) the extent to which trunk stability and whole-body balance field tests align with laboratory-based assessments in older adults. Methods: A total of 53 physically active older adults performed 2 trunk stability tests (ie, the lumbopelvic stability [field] and the unstable sitting posturographic [laboratory] tests), 2 whole-body balance tests (ie, the tandem stance posturographic [laboratory] and the whole-body static balance [field] tests), and 2 gait-related tests (ie, the straight-line gait and the modified Timed Up and Go [field] tests) 2 times. A Spearman correlation analysis was performed after assessing the reliability of the variables. Results: Significant positive low-to-high correlations were found between the lumbopelvic stability and the whole-body static balance tests (0.380≤≤0.700;
dlvr.it
May 6, 2026 at 7:31 PM
Six-Minute Activity 95th Centile (6M95C)

accelerometry-based

peak movement over 6 min

objective, effort-independent assessment of skeletal muscle function

6M95C correlates with muscle strength

tracks progression of Duchenne muscular dystrophy (DMD)

www.sciencedirect.com/science/arti...
Six-Minute Activity-95th Centile, a Novel Wearable-Derived Clinical Outcome Assessment for Duchenne Muscular Dystrophy
The six-minute walk test and quantitative muscle testing (QMT) are commonly used skeletal muscle assessments in Duchenne muscular dystrophy; however, …
www.sciencedirect.com
January 8, 2026 at 10:02 AM
range, and without sophisticated laser sources. Our accelerometer architecture is based on a novel set of design principles that take advantage of the strengths of optomechanical accelerometry while eliminating many of its historical weaknesses. [2/8 of https://arxiv.org/abs/2505.11751v1]
May 20, 2025 at 6:14 AM
## Automated Dietary Compliance Prediction and Optimization via Multi-Modal Data Fusion and Reinforcement Learning

**Abstract:** This paper introduces a novel framework, DietComplianceAI, for predicting and optimizing dietary adherence in clinical settings. Current methods for monitoring dietary…
## Automated Dietary Compliance Prediction and Optimization via Multi-Modal Data Fusion and Reinforcement Learning
**Abstract:** This paper introduces a novel framework, DietComplianceAI, for predicting and optimizing dietary adherence in clinical settings. Current methods for monitoring dietary intake are often subjective, time-consuming, and prone to reporting bias. DietComplianceAI leverages a multi-modal data fusion approach, combining wearable sensor data (accelerometry, heart rate variability), image-based food logging (computer vision), and patient-reported outcomes (natural language processing) to provide a robust and objective assessment of dietary compliance.
freederia.com
January 1, 2026 at 8:59 AM
## Hyper-Precision Gravitational Anomaly Mapping via Quantum Sensor Network Calibration with Adaptive Kalman Filtering for Subsurface Groundwater Resource Prospecting

**Abstract:** This research proposes a novel methodology for high-resolution mapping of subtle gravitational anomalies using a…
## Hyper-Precision Gravitational Anomaly Mapping via Quantum Sensor Network Calibration with Adaptive Kalman Filtering for Subsurface Groundwater Resource Prospecting
**Abstract:** This research proposes a novel methodology for high-resolution mapping of subtle gravitational anomalies using a distributed network of micro-accelerometry-based quantum sensors, coupled with a real-time adaptive Kalman filter. Our approach significantly enhances accuracy in detecting subsurface density variations associated with groundwater reservoirs, a critical resource for sustainable water management. This technique surpasses traditional gravimetry through spatial resolution improvements (10x), reduced noise (2x), and automated calibration requiring minimal human intervention.
freederia.com
December 27, 2025 at 5:30 PM
2024. check out the size of the device! #AnimalEthics #ResearchEthics. Any fish expert care to comment? "Repeatability of swimming activity of the Patagonian grouper Acanthistius patachonicus based on accelerometry" academic.oup.com/conphys/arti...
Repeatability of swimming activity of the Patagonian grouper Acanthistius patachonicus based on accelerometry
Abstract. The study of repeatability in behaviour and activity level can be used to evaluate inter-individual differences, which are fundamental to assess
academic.oup.com
May 15, 2025 at 4:16 AM
At IEEE #HealthCom2025, Apostolos Moustaklis (AUTH) presented “On capturing effects of medication change in #Parkinson’s disease with wrist accelerometry-based digital biomarkers”. Using Verily Study Watch data (PPMI), the study showed wrist metrics can reflect effects of higher medication doses.
October 29, 2025 at 11:54 AM