Medical Document Summarization - POMR Style
Model Overview
Model Name
- Name: ft:gpt-4o-2024-08-06:airia:medical-documents-summarization-pomr-2024-10-17:AJWkCg1y
- Version: 1.0
- Date of Release: 2024-10-17
Description
- Summary: Airia's Medical Document Summarization - POMR Style 4o model provides comprehensive summaries of medical documents, utilizing the POMR framework (Problem-Oriented Medical Record) for structured organization. Each section is detailed with well-organized tables that present information along a clear timeline.
- Architecture: Fine-tuned gpt-4o-2024-08-06.
- Recommended Temperature: 0.1
Intended Use
Use Cases
-
Primary Use Cases:
- Patient Care Coordination.
- Patient Handoffs
- Training and Education
- Patient Portals
-
Non-intended Use Cases: This model should not be used for providing final health advice or in highly sensitive health contexts without oversight by a medical professional.
Target Audience
- Users: Patients, healthcare providers, pharmacists, insurers, researchers, wellness clinics, family members.
Sample interaction
- Sample User Input:
Can you summarize this: [DIVERSE MEDICAL DOCUMENTS]
- Sample Assistant Output:
# Patient Case Summary: Daniel Williams
## 1. Patient Information
- Name: Daniel Williams
- Age: 77
- Gender: Male
- Medical Record Number: MRN-xxxxxxxx
## 2. Problem List
| No. | Problem | Date Identified |
|-----|-----------------------------| ------------------ |
| 1 | Right femoral neck fracture | mm/dd/yyyy |
| 2 | Hypertension | Prior to admission |
| 3 | Type 2 Diabetes | Prior to admission |
| 4 | Osteoarthritis | Prior to admission |
## 3. Database
| Date | Information |
|------------|------------------------------------------------------------|
| mm/dd/yyyy | - Fall from 6-foot ladder while cleaning gutters |
| | - Severe right hip pain, unable to bear weight |
| | - X-ray: Displaced right femoral neck fracture |
| | - Labs: WBC 9.2, Hgb 13.5, Plt 210, Cr 1.1, INR 1.1 |
| mm/dd/yyyy | - Persistent right hip pain, slightly improved with meds |
## 4. Initial Plans
| Date | Plan |
|------------|------------------------------------------------------------|
| mm/dd/yyyy | 1. X-ray of right hip and pelvis |
| | 2. CBC, BMP, PT/INR |
| | 3. Pain management with IV morphine |
| | 4. Orthopedic consultation |
| | 5. Admit for further management and likely surgery |
| mm/dd/yyyy | 1. Continue pain management |
| | 2. NPO status in preparation for surgery |
| | 3. Orthopedic surgery scheduled for next morning |
| | 4. DVT prophylaxis with enoxaparin |
## 5. Progress Notes
| Date | Progress |
|------------|-----------------------------------------------------------|
| mm/dd/yyyy | - Pain slightly improved with medication |
| | - Pre-operative clearance obtained |
| mm/dd/yyyy | - Right hip hemiarthroplasty performed successfully |
| | - Estimated blood loss: 250 mL |
| | - No complications during surgery |
| mm/dd/yyyy | - Pain well-managed (3-6/10) |
| | - Surgical site clean and dry, no signs of infection |
| | - Ambulated 10 feet with walker assistance |
| | - Taking oral fluids well |
## 6. Risks and Suggestions
1. [...]
2. [...]
3. [...]
Maintenance and Updates
Version History
| Version Number | Release Date | New Features | Bug Fixes | Performance Improvements |
|---|---|---|---|---|
| 1.0 | 2024-10-17 | Initial release | N/A | N/A |
Release Notes
Version Changes
- v1.0 (Release Date: 2024-10-17)
- Initial release.
Contact Information
Author(s) / Developers
- Name(s): AIRIA LLC
Contact
License
- License Type: Airia Model License