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How Predictive Labor Intelligence is Built

Birthvue integrates an FDA-cleared Class II biofeedback device with a secure digital platform to collect contraction and fetal movement data from the abdomen.
 

This technology is currently used solely for research purposes, with no diagnostic or clinical use. Birthvue does not attempt to replace clinicians or automate medical decisions. We are building the data foundation required to understand labor more deeply, safely, ethically, and scientifically.

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From Signal to Insight

Birthvue's process combines FDA-cleared biofeedback hardware, secure software infrastructure, and advanced analytics to study labor as it naturally unfolds.

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Signal Capture

FDA-cleared non-invasive biofeedback EMG device collects raw uterine muscle signals at home

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Secure Servers

Raw  EMG data is securely transmitted through encrypted, HIPPA-compliant cloud servers

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Processing

Preprocessing reduces noise and standardizes signals to prepare for analysis

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Feature Extraction

Contraction/fetal movement signals are transformed into measurable features such as frequency and variability

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Research Analytics

Data and analytics support exploratory predictive machine learning models for labor

Capturing the Missing Chapter of Labor

Traditional labor data begins at hospital admission. Birthvue aims to shed light on the hours and days leading up to delivery, when critical changes begin but remain unmeasured.

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  • Early vs. active labor transitions

  • False vs. true labor patterns

  • Fetal movement patterns throughout pregnancy

  • Early signals preceding preterm labor

  • Differences across parity and outcomes

​Our Goal

Birthvue’s long-term goal is to change the standard of care. To transform labor from a reactive, subjective process into one that is measurable, predictable, and proactively managed. By responsibly capturing labor data earlier and at greater resolution than ever before, we aim to build the foundational intelligence layer for labor and delivery, enabling future tools that help clinicians anticipate labor progression, optimize staffing, reduce unnecessary admissions, and improve maternal and neonatal outcomes.

​This work begins with rigorous, non-diagnostic research and advances step by step toward regulated, evidence-based software as a medical device. Our vision is a unified, home-to-hospital system where labor is no longer guessed, delayed, or misinterpreted, but understood.

📈Earlier Recognition of Labor Progression 

🚫Reduced False Labor Admissions & Resource Strain

🛏️More Efficient OB Staffing & Bed Utilization

📊Improved Patient Confidence & Experience

🛡️Path to FDA-Cleared Predictive Tools

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