BitDoctor.ai
  • Abstract
  • Introduction
  • Problem Statement
  • Market Insights
  • Preventive Healthcare
  • Unique Value Proposition
  • BitDoctor Blockchain Technology Stack
  • Our AI Technology
    • Training BitDoctor's AI
    • Hardware And Imaging Requirement
  • Clinical Measurement Reports
    • Heart Rate
    • Breathing Rate
    • Irregular Heartbeat
    • Heart Rate Variability
    • Hypertension Risk
    • Type 2 Diabetes Risk
    • Cardiovascular Diseases Risk (incl. Heart Attack & Stroke Risks)
    • Hypercholesterolemia
    • Hypertriglyceridemia
    • Fatty Liver Disease
    • Morning Fasting Blood Glucose
    • Hemoglobin A1C
    • Image-Based Age
  • DePIN Shared Economy
  • Strategic Opportunities
    • Clinical Trial Agencies
    • Preventive Healthcare Brands
    • Active Wear & Equipment
    • Insurance Company
    • Pharmaceutical Company
    • Supplement Company
    • Crypto Firms
  • Tokenomics
    • Token Utility
  • Community
    • About $LiV Points
  • Roadmap
  • Links
  • Appendix
  • Team Info
    • Advisors
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On this page
  • Description
  • Participants
  • Additional Data Collection Setup
  • Analysis of Accuracy & Reliability
  • Results
  • HR Accuracy Details
  1. Clinical Measurement Reports

Heart Rate

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Last updated 4 months ago

Description

Heart rate (HR) is the number of times the user’s heart beats, expressed as a rate per minute. A bpm of 60-100 is considered healthy/normal.

Participants

Subjects were recruited from Affiliated Hospitals. There were no exclusion criteria when recruiting participants, although most participants were healthy adults above 18 years of age. Table 1 summarizes participant characteristics.

Participants
Composition

Average Age

41.2 years

Standard deviation of age

15.2 years

Gender distribution

48% Male; 52% Female

Table 1: Characteristics of participants for HR and MSI

Additional Data Collection Setup

Reference heartbeat information was collected with a 3-lead electrocardiograph (ECG). The data collection setup is depicted in Figure 1.

Figure 1: HR, Mental Stress Index & Irregular Heartbeat data collection setup

Analysis of Accuracy & Reliability

Heartbeats were then identified in both ECG signal (reference signal) and BitDoctor signal (test signal).

ECG captures heartbeats as characteristic fluctuations in the heart’s electrical signal that occur with each beat (Figure 2). The major peak in this fluctuation (R-wave) was used to identify each heartbeat on the ECG trace. The heart rate is calculated by counting the number of heartbeats on a given trace (Figure 3) and expressing this number as a per minute rate.

This signal robustly tracks the activity of the heart in terms of number of beats and inter-beat timing (Figure 4). Like ECG, BitDoctor heart rate was calculated from each participant’s blood flow information.

Figure 4. Comparison between ECG heart rate and BitDoctor HR. BitDoctor signal trace (red) is overlaid on an ECG trace (blue) from a healthy adult.

The accuracy of BitDoctor-based measurements relative to ECG-based measurements was then calculated, considering only measurements with a positive signal-to-noise ratio.

HR accuracy was calculated as: (1 − 1 𝑁 ∑ | BITDOCTOR 𝐻𝑅 − 𝐸𝐶𝐺 𝐻𝑅 𝐸𝐶𝐺 𝐻𝑅 |) × 100%

Results

The accuracy and reliability of BitDoctor-based HR is presented in Table 2. Reliability refers to the test-retest reliability of each item.

Physiological Measure
Accuracy (%)
Reliability (%)

HR

99

100

Table 2: Accuracy and reliability of BitDoctor HR

HR Accuracy Details

Table 3 presents additional accuracy metrics pertaining to HR.

HR Accuracy (bpm)

Mean ECG HR

74.4

Mean BitDoctor HR

75.1

Mean Error

0.63

Standard Deviation of Error

1.21

Mean of Absolute Error

0.79

Table 3: Additional BitDoctor heart rate accuracy metrics

Additional analysis was conducted to determine BitDoctor-based HR accuracy with shorter (30-second) measurements. Once again, BitDoctor-based HR tracked reference (ECG) HR very well (Figure 5). The Pearson correlation between ECG and BitDoctor measurements under these conditions was essentially perfect (r=1.0).

Figure 5: Scatter plot of 30-second HR measurements taken by ECG and BitDoctor Technology.

Figure 2: Labeled ECG wave.
Figure 3: ECG recording used for heart rate computation.
Equation 1: Calculation of BitDoctor heart rate accuracy.
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