Radiomics-Based AI Model to Assist Clinicians in Intracranial Hemorrhage Diagnosis: External Validation Study

When applied to an external dataset, the accuracy of the AI model in categorizing spontaneous ICHs based on radiomics decreased. However, using the model as an assistant substantially improved the performance of all reader groups, including trainees and radiology and nonradiology specialists.

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Publication Details

Journal
JMIR Formative Research
Published
2025-12-11
DOI
https://doi.org/10.2196/81038
Primary Topic
Intracerebral and Subarachnoid Hemorrhage Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Radiomics-Based AI Model to Assist Clinicians in Intracranial Hemorrhage Diagnosis: External Validation Study

Papangkorn Inkeaw, Thanwa Sudsang, Chaisiri Angkurawaranon, Chakri Madla et al.
JMIR Formative Research
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article

Radiomics-Based AI Model to Assist Clinicians in Intracranial Hemorrhage Diagnosis: External Validation Study

Papangkorn Inkeaw, Thanwa Sudsang, Chaisiri Angkurawaranon, Chakri Madla, Salita Angkurawaranon, Kittisak Unsrisong, Patrinee Traisathit, Withawat Vuthiwong, Phattanun Thabarsa, Natipat Jitmahawong
article en

Abstract

When applied to an external dataset, the accuracy of the AI model in categorizing spontaneous ICHs based on radiomics decreased. However, using the model as an assistant substantially improved the performance of all reader groups, including trainees and radiology and nonradiology specialists.

JMIR Formative ResearchVol. 9
Mahidol University (TH), Ramathibodi Hospital (TH), Chiang Mai University (TH)
Openalex Percentile: Top 46%
Intracerebral and Subarachnoid Hemorrhage Research
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