Table 4.

Epoch by epoch sensitivity and specificity for wake, light, deep, and REM sleep and the four models compared in this paper.

Model	Stage	Accuracy	Sensitivity	Specificity
ACC	Wake	94.53 (3.79) [94.18, 94.88]	72.07 (17.61) [70.44, 73.74]	96.85 (2.94) [96.58, 97.14]
ACC	Light	61.27 (5.72) [60.74, 61.8]	67.74 (14.22) [66.45, 69.03]	53.11 (16.2) [51.63, 54.62]
ACC	Deep	80.44 (6.01) [79.87, 81]	48.14 (28.42) [45.51, 50.77]	87.15 (7.88) [86.42, 87.9]
ACC	REM	78.98 (5.2) [78.5, 79.47]	28.99 (19.37) [27.19, 30.81]	90.72 (5.89) [90.17, 91.27]
ACC+T	Wake	94.79 (3.93) [94.43, 95.17]	73.71 (17.9) [72.07, 75.41]	97.05 (2.79) [96.79, 97.32]
ACC+T	Light	63.09 (6.8) [62.46, 63.72]	70.86 (12) [69.76, 71.98]	53.77 (16.32) [52.27, 55.31]
ACC+T	Deep	82.69 (5.91) [82.14, 83.25]	50.06 (28.88) [47.33, 52.71]	89.67 (6.66) [89.07, 90.29]
ACC+T	REM	79.9 (5.35) [79.4, 80.4]	32.38 (19.33) [30.55, 34.18]	91.04 (5.44) [90.55, 91.57]
ACC+T+HRV	Wake	95.58 (3.5) [95.25, 95.92]	77.18 (16.77) [75.65, 78.76]	97.61 (2.11) [97.42, 97.81]
ACC+T+HRV	Light	77.48 (6.14) [76.91, 78.05]	79.13 (7.38) [78.45, 79.82]	75.73 (11.75) [74.62, 76.84]
ACC+T+HRV	Deep	89.11 (4.25) [88.72, 89.51]	69.57 (23.84) [67.39, 71.8]	93.73 (4.16) [93.35, 94.12]
ACC+T+HRV	REM	90.16 (4.18) [89.78, 90.57]	75.89 (18.09) [74.23, 77.56]	93.75 (3.4) [93.44, 94.06]
ACC+T+HRV+C	Wake	96.38 (3.12) [96.1, 96.68]	80.74 (14.12) [79.43, 82.06]	98.15 (1.87) [97.98, 98.33]
ACC+T+HRV+C	Light	80.2 (5.53) [79.68, 80.73]	81.7 (6.97) [81.06, 82.35]	78.67 (10.63) [77.7, 79.67]
ACC+T+HRV+C	Deep	90.64 (3.75) [90.29, 90.99]	74.44 (20.28) [72.56, 76.34]	94.63 (3.77) [94.28, 94.99]
ACC+T+HRV+C	REM	90.87 (4.12) [90.49, 91.26]	78.08 (17.39) [76.5, 79.71]	94.12 (3.41) [93.8, 94.44]