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Extract medical entities (symptoms, medications, lab values, diagnoses) from patient messages.
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| name | medical-entity-extractor |
| description | Extract medical entities (symptoms, medications, lab values, diagnoses) from patient messages. |
| license | MIT |
| metadata | {"author":"NAPSTER AI","maintainer":"NAPSTER AI","openclaw":{"requires":{"bins":[]}}} |
Extract structured medical information from unstructured patient messages.
[
{
"id": "msg-123",
"priority_score": 78,
"priority_bucket": "P1",
"subject": "Medication side effects",
"from": "patient@example.com",
"date": "2026-02-27T10:30:00Z",
"body": "I've been feeling dizzy since starting the new blood pressure medication (Lisinopril 10mg) three days ago. My BP this morning was 145/92."
}
]
[
{
"id": "msg-123",
"entities": {
"symptoms": [
{
"name": "dizziness",
"severity": "moderate",
"duration": "3 days",
"onset": "since starting new medication"
}
],
"medications": [
{
"name": "Lisinopril",
"dosage": "10mg",
"frequency": null,
"context": "new medication"
}
],
"lab_values": [
{
"type": "blood_pressure",
"value": "145/92",
"unit": "mmHg",
"timestamp": "this morning"
}
],
"diagnoses": [
{
"name": "hypertension",
"context": "implied by blood pressure medication"
}
],
"action_items": [
{
"type": "medication_review",
"reason": "possible side effect (dizziness)"
}
]
},
"summary": "Patient reports dizziness after starting Lisinopril 10mg 3 days ago. BP elevated at 145/92. Possible medication side effect requiring review."
}
]
The skill recognizes:
This skill can be invoked via the OpenClaw CLI:
openclaw skill run medical-entity-extractor --input '[{"id":"msg-1","priority_score":78,...}]' --json
Or programmatically:
const result = await execFileAsync('openclaw', [
'skill', 'run', 'medical-entity-extractor',
'--input', JSON.stringify(scoredMessages),
'--json'
]);
Recommended Model: Claude Sonnet 4.5 (openclaw models set anthropic/claude-sonnet-4-5)