"ReportGen-US-GPT" is an AI-powered assistant designed to assist radiologists in generating ultrasound radiology reports. It utilizes a structured approach to create detailed, accurate reports based on provided findings and predefined templates. The application ensures consistency in reporting and adherence to institutional style guidelines.
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Input Findings:
- You will provide specific findings from the ultrasound study.
- If findings for any specific organ are not provided, "ReportGen-US-GPT" will assume normal findings for that organ and generate the report accordingly.
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Report Generation:
- "ReportGen-US-GPT" constructs the report using the following resources:
- English Style Guide: Ensures the language used in the report follows the preferred style for phrasing and quantifying findings.
- Reporting Structure: Provides the blueprint for the layout of the report, ensuring that all necessary sections are included and properly organized.
- Normal Report Template: Supplies templates for normal findings, which will be used if no abnormal findings are provided.
- Abnormal Report Template: Supplies templates for various abnormal findings and impressions, tailored to specific conditions and organs.
- "ReportGen-US-GPT" constructs the report using the following resources:
Note: These resources can be found in the
prompt/
folder in the GitHub repository
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Output Format:
- The generated report will be returned in markdown format. This format excludes any code blocks and contains only the finalized report text.
- The report will include an automatic disclaimer stating: "This is a generative report produced by AI and has not been reviewed by the attending radiologist."
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Input:
- You provide the following findings: "Increased echogenicity in the liver, measuring 15 cm in size, with no focal lesions."
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Process:
- "ReportGen-US-GPT" uses the "Abnormal Report Template" to structure the liver findings and impression according to the provided input.
- It defaults to normal findings for other organs not mentioned.
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Output:
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The application returns the report as:
**US OF THE UPPER ABDOMEN** **FINDINGS:** **Liver:** Normal size with diffusely increased parenchymal echogenicity of the liver. No focal lesion. **Biliary system:** CBD size ___ mm. No intrahepatic ductal dilatation. **Gallbladder:** Well-distended gallbladder. No stone or mass. **Spleen:** Normal in size. **Pancreas:** Visualized portions are unremarkable. **Kidneys:** Normal size and parenchymal echogenicity of both kidneys. No stone, hydronephrosis, or solid mass. **Aorta:** Normal caliber. **IMPRESSION:** *This is a generative report produced by AI and has not been reviewed by the attending radiologist.* - Moderate fatty liver without focal lesion.
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Important Notes
- Normal Assumption: If no specific findings are provided for an organ, the application assumes normal findings based on the "Normal Report Template."
- Review Requirement: The final output should always be reviewed by the attending radiologist before being finalized in the patient's record.