SynthesisJournal of medical Internet research2024
Impact of Skin Pigmentation on Pulse Oximetry Blood Oxygenation and Wearable Pulse Rate Accuracy: Systematic Review and Meta-Analysis.
Synthesis in Journal of medical Internet research, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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
17 citing papers in PubMed.
- The Representation of Different Populations in Studies Assessing the Validity of Consumer Wearable Photoplethysmography-Based Measurements: Scoping Review.JMIR mHealth and uHealth · 2026Article
- Mobile Health (mHealth) Apps in Sport Training: A Scoping Review.Sensors (Basel, Switzerland) · 2026Article
- Laser-Induced Graphene Electrodes for Wrist-Worn Impedance Plethysmography Measurements: A Feasibility Study.Biosensors · 2026Article
- Wearable technologies in clinical trials for drug development: trends and emerging opportunities.Nature reviews. Drug discovery · 2026Review
- Pulse Oximetry, Skin Pigmentation, and Occult Hypoxemia in Pediatric Cardiac Critical Care.Pediatric cardiology · 2026Review
- Wearable technology for athletes: material innovations, performance monitoring, and emerging paradigms.Mikrochimica acta · 2026Review
- A hybrid CNN-spectral architecture for non-contact respiratory rate estimation using multi-region optical-flow analysis.PloS one · 2026Article
- Wearable Devices in Healthcare Beyond the One-Size-Fits All Paradigm.Sensors (Basel, Switzerland) · 2025Review
- Enhancing diagnostic reliability in non-invasive health Monitoring: An analytical framework for optimizing magnetic sensor-skin interactions in biomedical applications.Materials today. Bio · 2025Review
- Photoplethysmography in Diverse Skin Tones: Evaluating Bias in Smartwatch Health Monitoring.Cureus · 2025Review
- Comparison of consistency between wireless and conventional wired monitoring systems in gastrointestinal endoscopy.Scientific reports · 2025Article
- Respiratory Depression in Non-Operating Room Anesthesia: An Overview.Journal of clinical medicine · 2025Review
- Combating cardiovascular disease disparities: The potential role of artificial intelligence.American journal of preventive cardiology · 2025Article
- Biostrap Kairos Wristband Versus Electrocardiography for Resting Heart Rate Variability Assessment.Sensors (Basel, Switzerland) · 2025Article
- Monte Carlo Simulation of the Effect of Melanin Concentration on Light-Tissue Interactions in Reflectance Pulse Oximetry.Sensors (Basel, Switzerland) · 2025Article
- AI‑Enhanced Smartwatch AHI Estimation and AI‑Scored Polysomnography for Obstructive Sleep Apnea: Real‑World Validation.Nature and science of sleep · 2025Article
- Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPhotoplethysmography (PPG) is a technology routinely used in clinical practice to assess blood oxygenation (SpO
objectiveThis systematic review and meta-analysis primarily aimed to evaluate the accuracy of PPG-derived SpO
methodsWe identified 23 pulse oximetry studies (n=59,684; 197,353 paired SpO
resultsFor SpO
conclusionsSpO
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.