Medical AI Extraction

AI-native clinical entity recognition. Transform unstructured text files into structured key-value parameters.

Data Pipeline Workflow

Our healthcare-trained LLMs classify medical terminology and link clinical parameters, preserving relationship contexts.

Entity Tagging

Parse text arrays to identify clinical tokens (medications, strengths, procedures, diagnostics).

Context Linking

Link doses with medication names and lab values with lab test names using clinical dependency models.

Confidence Scoring

Evaluate extraction certainty at the token level, flagging low-confidence values for manual audit.

Clinical NLP telemetry

HIPAA Secure Node

AI Entity Extraction Insights

Entity: Medication | Confidence: 99%

Name: Acetaminophen | Dose: 325mg | Freq: Q4-6H

Entity: Lab Result | Confidence: 97%

Lab: Serum Sodium | Value: 138 | Unit: mmol/L

Developer Specifications

API Integration & Data Specifications

Integrate this platform module with standard code requests. Receive clean, validated, and normalized payloads that fit into EHR databases or server hooks.

extracted-entities.json

{
  "documentId": "doc_8f17a942b083",
  "entities": [
    {
      "category": "MEDICATION",
      "text": "Tylenol 325mg",
      "confidence": 0.99,
      "attributes": {
        "strength": "325mg",
        "frequency": "every 4-6 hours as needed"
      }
    },
    {
      "category": "LAB_RESULT",
      "text": "Sodium: 138",
      "confidence": 0.97,
      "attributes": {
        "value": "138",
        "unit": "mmol/L"
      }
    }
  ]
}

Key Outcomes & Benefits

Clinical Context

Distinguishes between family history, current diagnoses, and ruled-out conditions.

Medication Extraction

Extracts complete medication regimens (names, dosages, routes, frequencies) automatically.

Confidence Ratings

Assigns precise probability scores to every extracted clinical parameter.

Experience the MedIngest Platform

Request a custom data extraction assessment. Our healthcare integration architects will evaluate your email attachments, faxes, scanned files, and EHR configurations.

Schedule Assessment

{ "documentId": "doc_8f17a942b083", "entities": [ { "category": "MEDICATION", "text": "Tylenol 325mg", "confidence": 0.99, "attributes": { "strength": "325mg", "frequency": "every 4-6 hours as needed" } }, { "category": "LAB_RESULT", "text": "Sodium: 138", "confidence": 0.97, "attributes": { "value": "138", "unit": "mmol/L" } } ] }