Lipohemarthrosis Detection of the Knee
|              Purpose  |             To assist radiologists in the detection of an anatomical disturbance of the knee | 
|              Tag(s)  |                          
  |         
|              Panel  |             Musculoskeletal Panel | 
|              Define-AI ID  |             19050027 | 
|              Originator  |             Jay Patti | 
| Lead | Jay Patti | 
|              Panel Chair  |             Jay Patti | 
|              Panel Reviewers  |                          Musculoskeletal Panel  |         
|              License  |             |
| Status | Public Commenting | 
| RadElement Set | RDES103 | 
Clinical Implementation
Value Proposition
Lipohemarthrosis of the knee occurs when there has been a fracture of one of the bones of the knee. It occurs because fatty material from inside the central part of the bone spills into the joint space after a fracture. The presence of a lipohemarthrosis often alerts the radiologist to the presence of a fracture when one is not otherwise visible. When a lipohemarthrosis is missed by the radiologist, can result in a delay of care for the patient.
Narrative
A 58 year old woman slips on ice and has knee pain and swelling. While there is no obvious fracture seen on the x-ray, there is significant swelling which can be caused by other things such as ligamentous damage. The AI algorithm detects the presence of a lipohemarthrosis and alerts the radiologist to the finding. This prompts the radiologist to more closely evaluate the radiograph or order a CT to determine the source of the lipohemarthrosis.
Workflow Description
The knee radiograph is processed by the algorithm which is tuned to evaluate for fluid-fluid levels. The engine would send a message to PACS with the coordinates of the suspicious finding and would alert the radiologist if it is present.
Considerations for Dataset Development
|              Procedures  |                          Lateral Knee radiographs  |         
|              Age  |                          [5,90]  |         
|              Sex at birth  |                          {male, female}  |         
|              Anatomic Location  |                          Knee, either knee  |         
|              View(s)  |                          {Knee Lateral}  |         
Technical Specifications
Inputs
DICOM Study
|              Procedure  |                          X-ray Knee  |         
|              Views  |                          XR Knee Lateral left or right  |         
|              Data Type  |                          DICOM  |         
|              Modality  |                          X-ray  |         
|              Body Region  |                          Lower Extremity  |         
|              Anatomic Focus  |                          Knee  |         
Outputs
Lipohemarthrosis Detection
|              RadElement ID  |             RDE642 | 
|              Definition  |                          Detection of lipohemarthrosis  |         
|              Data Type  |                          Categorical  |         
|              Value Set  |                         
  |         
|              Units  |                          N/A  |