# EESM19 scalp subset: EEG decoding results

Five-stage sleep

EESM19 (Ear-EEG Sleep Monitoring 2019, OpenNeuro ds005185) is a home sleep dataset from Aarhus University: 20 participants each slept four nights with dry-contact ear-EEG plus partial polysomnography, manually sleep-scored, and 10 of them added 12 ear-EEG-only nights. First published by Mikkelsen et al. in Scientific Reports (2019).

**Also known as** EESM19 · Ear-EEG Sleep Monitoring 2019 · ds005185 · Mikkelsen et al. (2019)

Description sources [openneuro.org](https://openneuro.org/datasets/ds005185) · [pmc.ncbi.nlm.nih.gov](https://pmc.ncbi.nlm.nih.gov/articles/PMC6856384/) · [doi.org](https://doi.org/10.1038/s41598-019-53115-3)

## Where it appears

- [Core matrix (home page)](https://bci.report/#overview)

## Published results

Every figure below is copied from a reviewed download, not recomputed for this page. Read each group with its protocol on the linked page.

### Core matrix · sleep staging

Read with its protocol: [Core matrix (home page)](https://bci.report/#overview) · Chance level 20.0% · [experiments.json](https://bci.report/data/experiments.json)

**Balanced accuracy, 4 configurations.** Dot: the estimate; line: 95% interval; dashed line: chance level where the payload records one.

- Spectral ridge: 72.2% (70.7%–73.8%)
- LaBraM: 71.1% (69.0%–73.2%)
- CBraMod: 71.3% (68.7%–73.7%)
- EEGNet: 56.5% (54.9%–58.3%)

| Method | Condition | Metric | Value | People |
| --- | --- | --- | --- | --- |
| Spectral ridge | Five stages · balanced scalp-EEG sample | Balanced accuracy | 72.2% (70.7%–73.8%) | 20 |
| [LaBraM](https://bci.report/methods/labram/) | Five stages · balanced scalp-EEG sample | Balanced accuracy | 71.1% (69.0%–73.2%) | 20 |
| [CBraMod](https://bci.report/methods/cbramod/) | Five stages · balanced scalp-EEG sample | Balanced accuracy | 71.3% (68.7%–73.7%) | 20 |
| [EEGNet](https://bci.report/methods/eegnet/) | Five stages · balanced scalp-EEG sample | Balanced accuracy | 56.5% (54.9%–58.3%) | 20 |

## Source and licence

### EESM19 scalp subset

**Credit** Kaare B. Mikkelsen et al. · Accurate whole-night sleep monitoring with dry-contact ear-EEG (2019), doi:10.1038/s41598-019-53115-3; OpenNeuro ds005185 v1.0.2. Processed mirror: Zachary1150/EESM19-Processed.

[CC0-1.0 declared by upstream and mirror ↗](https://creativecommons.org/publicdomain/zero/1.0/) · [Dataset record ↗](https://doi.org/10.18112/openneuro.ds005185.v1.0.2)

BCI Report does not redistribute any recording. These are aggregate measurements computed by BCI Report under the licence above; the data belong to the people credited.

[All datasets →](https://bci.report/datasets/) · [All methods →](https://bci.report/methods/)

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Markdown copy of https://bci.report/datasets/eesm19/, generated from the published page. Figures are aggregate results; terms of use: https://bci.report/data-use/