Evidence map›Paper›PMID 41710032›Full record

ArticleSleep advances : a journal of the Sleep Research Society2026

Usability and stability of longitudinal at-home sleep evaluation using the Waveband electroencephalogram headband in an insomnia population.

Silvia Frati Savietto, Antoine Guillot, Jay Pathmanathan, Mason Harris, Kristy Nordstrom, M Brandon Westover, Delphine Lemoine, Jacob Donoghue

Abstract read
In one paragraph

Article in Sleep advances : a journal of the Sleep Research Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Observational
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Silvia Frati SaviettoBeacon Biosignals, Inc., Boston, MA, United States.
Antoine GuillotBeacon Biosignals, Inc., Boston, MA, United States.
Jay PathmanathanBeacon Biosignals, Inc., Boston, MA, United States.ORCID https://orcid.org/0000-0002-9443-9633
Mason HarrisBeacon Biosignals, Inc., Boston, MA, United States.
Kristy NordstromBeacon Biosignals, Inc., Boston, MA, United States.
M Brandon WestoverBeacon Biosignals, Inc., Boston, MA, United States.
Delphine LemoineBeacon Biosignals, Inc., Boston, MA, United States.
Jacob DonoghueBeacon Biosignals, Inc., Boston, MA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Study Objectives: Sleep monitoring outside of clinics could enhance care for insomnia and other sleep disorders but requires home systems that are easily operable and provide consistent data quality over multiple nights. We assessed the Waveband for usability by participants and feasibility of obtaining multi-night sleep data in the home setting. Methods: 15 subjects with insomnia wore the Waveband electroencephalogram headband and an FDA-cleared wearable home sleep testing device, WatchPAT ONE ("WP1") for three nights. Usability was assessed via the System Usability Scale (SUS). Feasibility of participants to collect data was evaluated by examining stability of measured total sleep time in relation to measurements from the reference device (WP1) and data quality as evaluated by three human experts. Results: Average SUS score was 69.7, meeting the 68-point threshold for good usability. Total sleep time recorded by the Waveband and WP1 devices showed a correlation of 87.3 per cent. All the recordings had an average of over 7 scorable hours of data per night. Conclusions: Waveband demonstrated good usability by patients, was operable by patients, and generated interpretable data that provided stable sleep estimates across nights, comparable to an established home sleep testing device. The device has potential to advance patient care, sleep research, and clinical trials by enabling longitudinal ambulatory sleep assessment.

Indexed as

ambulatory sleep staginghome sleep monitoringwearable sensor

Identifiers

PMID41710032
PMCPMC12910617

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Registered trials

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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.