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. Author manuscript; available in PMC: 2022 Sep 1.
Published in final edited form as: IEEE Trans Biomed Eng. 2022 May 19;69(6):2094–2104. doi: 10.1109/TBME.2021.3136753

TABLE III.

Overall per-event performance for experiment 1 with all values in mean percentages and 95% confidence intervals, and experiment 2 with mean performance among the individual events, i.e. obstructive apnea, central apnea, rera, hypopnea

Experiment 1 Experiment 2
MGH dataset (binary) SHHS dataset (binary) MGH dataset (multiclass)

Accuracy 95.7 [95.7–95.7] 94.0 [94.0–94.1] 99.1
Sensitivity 67.7 [67.6–67.8] 70.9 [70.7–71.0] 49.3
Specificity 97.6 [97.6–97.6] 95.1 [95.1–95.2] 99.5
Precision 65.4 [65.3–65.5] 40.7 [40.5–40.8] 37.4
F1-score 66.5 [66.4–66.6] 51.7 [51.6–51.8] 40.6
Cohen’s kappa 64.2 [64.1–64.3] 48.7 [48.6–48.9] 36.5 [36.4–36.6]

Note that for experiment 2 all performance metrics (except Cohen’s kappa) do not show a 95% confidence interval range since these are mean values from all individual event types as seen in Table IV.