数据与复现临床医学与医药FreedomIntelligence/OpenClaw-Medical-Skills数据与复现
WE

wearable-analysis-agent

维护者 FreedomIntelligence · 最近更新 2026年4月1日

Analyze wearable sensor data: activity, sleep, HRV, ECG for health monitoring.

OpenClawNanoClaw分析处理复现实验wearable-analysis-agent🧠 bioos extended suiteclinical ai & healthcareanalyze

原始来源

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/wearable-analysis-agent

维护者
FreedomIntelligence
许可
MIT
最近更新
2026年4月1日

技能摘要

来自 SKILL.md 的关键信息

2 min

核心说明

  • Wearable Analysis Agent processes data ,面向 consumer health devices (Apple Watch,Fitbit,Oura) to monitor vital signs,detect arrhythmias,、 analyze lifestyle patterns。
  • When analyzing raw export data ,面向 wearables (XML,JSON,CSV)。
  • To detect irregular heart rhythms (AFib) ,面向 PPG data。
  • 用于 longitudinal sleep quality 、 circadian rhythm analysis。
  • To correlate activity levels ,支持 biomarkers 或 symptom logs。

原始文档

SKILL.md 摘录

Core Capabilities

  1. Arrhythmia Detection: Algorithms to identify Atrial Fibrillation burdens from irregular tachograms.
  2. Sleep Staging: classifying wake/REM/deep sleep from movement and heart rate variability.
  3. Activity Recognition: Categorizing physical activities and calculating intensity (METs).
  4. Trend Analysis: Detecting significant deviations in resting heart rate or HRV over weeks/months.

Workflow

  1. Ingest: Parse standardized health exports (e.g., Apple Health XML).
  2. Preprocess: Clean noise, handle missing data, align timestamps.
  3. Analyze: Apply specific detection algorithms (e.g., arrhythmia_detector.py).
  4. Report: Generate summary of anomalies and trends.

Example Usage

User: "Analyze my Apple Health export for signs of irregular heart rhythm last month."

Agent Action:

适用场景

  • Use wearable-analysis-agent ,用于 clinical,translational,或 medical research tasks。
  • Apply wearable-analysis-agent when healthcare-specific guidance is required。

不适用场景

  • Do not rely on this catalog entry alone ,用于 installation 或 maintenance details。

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