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. 2017 Mar 13;5(3):e33. doi: 10.2196/mhealth.7275

Table 3.

Accuracy of measuring heart rate (HR) using Cardiio smartphone app compared with reference electrocardiogram.

Statistic Resting HR Postmoderate-intensity exercise HR Postvigorous intensity-exercise HR
Fingertip PPGadetection



Coefficient of determination .993 .988 .990

RMSEb (beats/min) 1.03 2.15 2.01

RMSE (%) 1.40 2.53 1.93

Wilcoxon signed rank test, P value .53 .09 .60

Paired Student t test, P value .69 .03 .19

Mean (SD) difference (beats/min) –0.05 (1.03) –0.36 (2.14) –0.18 (2.02)

Median difference (beats/min) 0.500 0 0
Facial PPG detection



Coefficient of determination .994 .965 .960

RMSE (beats/min) 1.02 3.68 3.84

RMSE (%) 1.44 4.11 3.73

Wilcoxon signed rank test, P value .02 <.001 .08

Paired Student t test, P value .01 <.001 .001

Mean (SD) difference (beats/min) –0.29 (1.03) –1.09 (3.67) –0.93 (3.84)

Median difference (beats/min) –1.166 –2.000 –1.000

aPPG: photoplethysmography.

bRMSE: root mean square error.