Sleep Heart Health Study
The Sleep Heart Health Study (SHHS) is a multi-center cohort study implemented by the National Heart Lung & Blood Institute to determine the cardiovascular and other consequences of sleep-disordered breathing. It tests whether sleep-related breathing is associated with an increased risk of coronary heart disease, stroke, all cause mortality, and hypertension. In all, 6,441 men and women aged 40 years and older were enrolled between November 1, 1995 and January 31, 1998 to take part in SHHS Visit 1. During exam cycle 3 (January 2001- June 2003), a second polysomnogram (SHHS Visit 2) was obtained in 3,295 of the participants. CVD Outcomes data were monitored and adjudicated by parent cohorts between baseline and 2011. More than 130 manuscripts have been published investigating predictors and outcomes of sleep disorders.
Variants: SHHS
This dataset is used in 1 benchmark:
| Task | Model | Paper | Date |
|---|---|---|---|
| Sleep Stage Detection | SynthSleepNet (EEG2+EOG2+EMG1) | Toward Foundational Model for Sleep … | 2025-02-18 |
| Sleep Stage Detection | SynthSleepNet (EEG1+EOG1) | Toward Foundational Model for Sleep … | 2025-02-18 |
| Sleep Stage Detection | SynthSleepNet (EEG1+EOG1+EMG1) | Toward Foundational Model for Sleep … | 2025-02-18 |
| Sleep Stage Detection | MC2SleepNet 50% Masking (C4-A1 only) | MC2SleepNet: Multi-modal Cross-masking with Contrastive … | 2025-02-13 |
| Sleep Stage Detection | MC2SleepNet 15% Masking (C4-A1 only) | MC2SleepNet: Multi-modal Cross-masking with Contrastive … | 2025-02-13 |
| Sleep Stage Detection | NeuroNet (C4-A1 only) | NeuroNet: A Novel Hybrid Self-Supervised … | 2024-04-10 |
| Sleep Stage Detection | CoRe-Sleep (EEG-EOG) | CoRe-Sleep: A Multimodal Fusion Framework … | 2023-03-27 |
Recent papers with results on this dataset: