Table 2 Results of SleepyRat dataset statistical analysis comparing LSTM scoring and human Expert C scoring.

From: A deep learning software tool for automated sleep staging in rats via single channel EEG

Vigilance State

Scoring

ZT

Interaction

Duration

S, NREM

0.4852

0.0423a

0.3153

P, REM

0.1281

<0.0001a

0.2553

W, Wake

0.3713

0.0008a

0.2074

Bout Number

S, NREM

0.9327

0.0341a

0.0516

P, REM

0.1857

<0.0001a

0.4208

W, Wake

0.8179

0.0535

0.0876

Average Bout Duration

S, NREM

0.4614

0.1865

0.2871

P, REM

0.3060

0.4495

0.3416

W, Wake

0.4412

0.0023a

0.0624

  1. P-values are indicated for main effects of scoring, ZT, and interaction between scoring and ZT.
  2. aindicates significant effect wherein P < 0.05. P-values of two-way RM ANOVA.
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