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- W4386645335 abstract "To evaluate an automatic sleep scoring algorithm against manual polysomnography sleep scoring.Yet Another Spindle Algorithm automatic sleep staging algorithm.Manual sleep scoring.327 nights (151 healthy adolescents), from the NCANDA study.Participants underwent one-to-three overnight polysomnography recordings, one consisting of an event-related-potential paradigm.Epoch by Epoch and discrepancy analyses (Bland Altman plots) were conducted on the overall sample.Epoch by Epoch and discrepancy analysis were repeated separately on standard polysomnography nights and event-related potential nights. Regression models were estimated on age, sex, scorer, and site of recording, separately on standard polysomnography nights and event-related potential nights.The Yet Another Spindle Algorithm sleep scoring algorithm's average sensitivity of 93.04% for Wake, 87.67% for N2, 84.46% for N3, 86.02% for rapid-eye-movement, and 40.39% for N1. Specificity was 96.75% for Wake, 97.31% for N1, 88.87% for N2, 97.99% for N3, and 97.70% for rapid-eye-movement. The Matthews Correlation Coefficient was highest in rapid-eye-movement sleep (0.85) while lowest in N1 (0.39). Cohen's Kappa mirrored Matthews Correlation Coefficient results. In Bland-Altman plots, the bias between Yet Another Spindle Algorithm and human scoring showed proportionality to the manual scoring measurement size.Yet Another Spindle Algorithm performance was reduced in event-related-potential/polysomnography nights for N3 and rapid-eye-movement. According to the Matthews Correlation Coefficient, the Yet Another Spindle Algorithm performance was affected by younger age, male sex, recording sites, and scorers.Results support the use of Yet Another Spindle Algorithm to score adolescents' polysomnography sleep records, possibly with classification outcomes supervised by an expert scorer." @default.
- W4386645335 created "2023-09-13" @default.
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- W4386645335 date "2023-09-01" @default.
- W4386645335 modified "2023-10-03" @default.
- W4386645335 title "Performance evaluation of the open-source Yet Another Spindle Algorithm sleep staging algorithm against gold standard manual evaluation of polysomnographic records in adolescence" @default.
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- W4386645335 doi "https://doi.org/10.1016/j.sleh.2023.07.019" @default.
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