ArticleSensors (Basel, Switzerland)2022
Video-Based Hand Movement Analysis of Parkinson Patients before and after Medication Using High-Frame-Rate Videos and MediaPipe.
Article in Sensors (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers, 2 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
28 citing papers in PubMed, 2 syntheses or guidelines pooled it, 64 citations in OpenAlex.
- AI Video Analysis in Parkinson's Disease: A Systematic Review of the Most Accurate Computer Vision Tools for Diagnosis, Symptom Monitoring, and Therapy Management.Sensors (Basel, Switzerland) · 2025Pooled it
- Computer Vision Technologies in Movement Disorders: A Systematic Review.Movement disorders clinical practice · 2025Pooled it
- A Picture is Worth a Thousand Clinical Assessments: Use of Video-Based Pose Estimation to Augment Post-Stroke Upper Limb Assessment of Bilateral Tasks.Restorative neurology and neuroscience · 2026Article
- Video-based quantification of hand postural tremor without external references. Integrating postural tremor quantification into visionMD.NPJ Parkinson's disease · 2025Article
- Using MediaPipe to track upper-limb reaching movements after stroke: a proof-of-principle study.Journal of neuroengineering and rehabilitation · 2025Article
- Design and evaluation of a non-contact AI system for monitoring unplanned device removal in neurocritical care.BMC nursing · 2025Article
- Video-Based Data-Driven Models for Diagnosing Movement Disorders: Review and Future Directions.Movement disorders : official journal of the Movement Disorder Society · 2025Review
- Evaluation of Commercial Camera-Based Solutions for Tracking Hand Kinematics.Sensors (Basel, Switzerland) · 2025Article
- Validity of tremor analysis using smartphone compatible computer vision frameworks.Scientific reports · 2025Article
- Screening for Parkinson's disease using "computer vision".PloS one · 2025Article
- A novel approach to depression detection using POV glasses and machine learning for multimodal analysis.Frontiers in psychiatry · 2025Article
- Hospitalization prediction from the emergency department using computer vision AI with short patient video clips.NPJ digital medicine · 2024Article
- Quantifying Similarities Between MediaPipe and a Known Standard to Address Issues in Tracking 2D Upper Limb Trajectories: Proof of Concept Study.JMIR formative research · 2024Article
- Article
- Development of a Tremor Detection Algorithm for Use in an Academic Movement Disorders Center.Sensors (Basel, Switzerland) · 2024Article
- Interpretable video-based tracking and quantification of parkinsonism clinical motor states.NPJ Parkinson's disease · 2024Article
- Validation and application of computer vision algorithms for video-based tremor analysis.NPJ digital medicine · 2024Article
- Biomechanical Posture Analysis in Healthy Adults with Machine Learning: Applicability and Reliability.Sensors (Basel, Switzerland) · 2024Article
- Video-based analysis of the blink reflex in Parkinson's disease patients.Biomedical engineering online · 2024Article
- Sensor-Based Quantification of MDS-UPDRS III Subitems in Parkinson's Disease Using Machine Learning.Sensors (Basel, Switzerland) · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors at 4 institutions in 1 country.
Funding
Abstract
Tremor is one of the common symptoms of Parkinson's disease (PD). Thanks to the recent evolution of digital technologies, monitoring of PD patients' hand movements employing contactless methods gained momentum.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.