Observational studyScientific reports2025
Validation and accuracy of the Hyfe cough monitoring system: a multicenter clinical study.
Observational study in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 3 registered trials, which are not on this map. Cited by 12 papers, 1 of them a synthesis that pooled it.
What it found
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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.
Clinical Validation of the Hyfe Cough Monitoring System
A Prospective Decentralized Investigation of the Effect of a Cough Management Feature Inside a Wellness Application (CoughPro) in Refractory or Unexplained Chronic Cough (RCC/UCC)
Continuous Cough Monitoring for Early Detection of COPD Exacerbations Using Hyfe
Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Cough biomarkers for diagnosis and monitoring of respiratory disease: a systematic review.European respiratory review : an official journal of the European Respiratory Society · 2026Pooled it
- Article
- Cough in Interstitial Lung Disease: Current Knowledge and Research Gaps.Pulmonary therapy · 2026Review
- Efficacy and Safety of Ivy Leaf Dry Extract EA 575 in Cough Management: An Updated Review of Clinical Evidence.Planta medica · 2026Review
- Article
- Converting a Cough Counter into a Cough Monitor: A Way Forward?Medical sciences (Basel, Switzerland) · 2026Review
- Measuring the effect of azithromycin in chronic respiratory disease using continuous cough monitoring: an open-label exploratory trial.ERJ open research · 2026Article
- Objective Assessment of the Cough: Listening to the Patient's Voice. A Narrative Review.Tuberculosis and respiratory diseases · 2026Article
- Evaluating smartphone-based cough frequency monitoring for tuberculosis screening and triage in Uganda: A mixed-methods evaluation.PLOS global public health · 2026Article
- The value of continuous cough monitoring: a narrative review.Journal of thoracic disease · 2025Review
- Asthma Symptom Self-Monitoring Methods for Children and Adolescents: Present and Future.Children (Basel, Switzerland) · 2025Review
- Cough sound spectro-temporal analysis and automated detection using Vision Transformers.Digital healthArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Funding
Abstract
backgroundThe ability to passively and continuously monitor coughing for prolonged periods of time would significantly improve cough management and research. To date there is no automated clinically validated cough monitor that can be routinely used in clinical care and research. Here we describe the validation of such an automated cough monitor.
methodsThis multicenter observational study compared the results of the Hyfe CoughMonitor wrist-worn device with manually counted coughs in subjects with a variety of etiologies as they went about their usual daily activities. We collected 24 h of continuous sounds from subjects while they simultaneously wore a CoughMonitor and an audio recorder. Coughs were labelled by multiple trained annotators who listened to the continuous audio recordings using validated methodology. The time stamps of these human-detected coughs were compared to those of the CoughMonitor to determine the system's overall performance using event-to-event and hourly rate correlation analyses.
resultsOver the 546 h monitored, 4,454 cough events were recorded; The overall sensitivity was 90.4% (95% CI of 88.3-92.2%). The overall false positive rate was 1.03 false positives per hour (95% CI of 0.84 to 1.24). The overall correlation between manual and CoughMonitor measured hourly coughing was high (Pearson correlation coefficient of 0.99). Two case studies of long-term monitoring of patients with chronic cough are presented.
conclusionThe present analysis of cough events demonstrated that the Hyfe CoughMonitor accurately reflects them with a high sensitivity and a low false positive rate. Future studies should focus on its potential role in the management of patients with cough in clinical practice.Registration Clinicaltrials.gov, NCT05723159.
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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.