Hemorrhagic Brain Contusion

Purpose

 Detection of Hemorrhagic Brain Contusion

Tag(s)

 

Panel

Neuroradiology

Define-AI ID

21020018

Originator

Neuroradiology Panel
Lead Zerwa Farooq

Panel Chair

Alex Norbash

Panel Reviewers

Neuroradiology Panel

License

Creative Commons 4.0
Status Public Comment
RadElement Set  RDES183
                               

Clinical Implementation


Value Proposition


Hemorrhagic brain contusions are some of the most common sequelae of traumatic brain injury. Prompt detection of these intraparenchymal hemorrhages can alter the management and monitoring regimen for these patients. These injuries are most common in the inferior frontal regions and anterior temporal poles, which can be blind spots for inexperienced or non-specialized radiologists. The algorithm would identify and characterize the presence of hemorrhagic brain contusion that can then aid in case prioritization.

Narrative(s)


A 25-year-old male presents to the emergency room after a motor vehicle accident complaining of a severe headache. The patient is confused and dizzy; the emergency department orders a non-contrast head CT scan to assess for intracranial hemorrhage.  

Workflow Description


DICOM images from the non-contrast head CT are exported to the AI engine. The images are analyzed and an alert/screenshot are sent to PACS with the classification information. The information generated is integrated with PACS and the radiology information system (RIS) prioritizes the examination on the worklist and automatically populates the report on the dictation software with ability for manual editing when launched/selected by the radiologist for interpretation.


Considerations for Dataset Development



Procedure

CT

Sex at birth

Male, female

Age

0-100

History

History of head trauma (motor vehicle collision, fall with head injury, penetrating trauma)

Identification

of hemorrhagic contusion

High attenuation cortical/subcortical lesion with surrounding lucency and mass effect in a non vascular configuration.

Confounders

The most common locations of involvement are the inferior frontal lobes and anterior temporal poles that are also common areas of beam hardening artifacts on head CT scans. Another confounder is partial volume averaging that can obscure a small contusion at the base of the skull.

Technical Specifications



Inputs

 

DICOM Study

Procedure

CT Head without contrast

Views


Data Type

DICOM

Modality

CT

Body Region

Head

Anatomic Focus

Brain



Primary Outputs


Detection of hemorrhagic brain contusion

RadElement ID

RDE1263

Definition

Hemorrhagic Brain Contusion detection

Data Type

Categorical

Value Set

  • Absent

  • Present

  • Undetermined

Units

N/A



Secondary Outputs



Number of brain contusions

RadElement ID

RDE1264

Definition

Number of brain contusions

Data Type

Numeric

Value Set

0-20

Units

N/A




Size of brain contusion

RadElement ID

RDE1265

Definition

Size of brain contusion

Data Type

Numeric

Value Set

0-100

Units

mm


Location of brain contusions

RadElement ID

RDE1266

Definition

Location of brain contusions

Data Type

Categorical

Value Set

  • Frontal

  • Temporal

  • Parietal

  • Occipital

  • Brainstem

  • Cerebellar

Units

N/A