Radiology Report Optimization & Critical Finding Detection
Draft radiology reports and detect critical findings with ACR compliance
What You Can Do
You can convert your imaging interpretation notes into complete, ACR-compliant radiology reports with properly structured impressions, findings, and recommendations. Claude automatically detects critical findings (PE, acute stroke, pneumothorax, acute aortic syndrome, etc.) that require immediate physician notification, then performs quality assurance review to catch incomplete reporting, missing differential diagnoses, and terminology inconsistencies before you finalize and sign.
Features
Converts interpretation notes into formally organized reports with impression, findings, and recommendations sections
Automatically flags STAT-level findings that require immediate communication to ordering physicians
Identifies incomplete reporting, missing differential diagnoses, and terminology standardization issues before sign-off
Transforms spoken or informal dictation notes into formal, properly formatted radiology reports
Systematically organizes complex findings from trauma, staging, and multi-system imaging studies to reduce omissions
Ensures appropriate differential diagnoses are included and ranked by likelihood
Applies consistent radiology nomenclature and imaging lexicon across your reports
Example Output
Input: Chest X-ray notes: "Right upper lobe opacity, appears wedge-shaped, concerning for PE. Also small left pleural effusion. No pneumothorax."
Output:
IMPRESSION:
1. RIGHT UPPER LOBE WEDGE-SHAPED OPACITY, CONCERNING FOR PULMONARY EMBOLISM WITH INFARCTION
2. SMALL LEFT PLEURAL EFFUSION
FINDINGS:
The lungs are hyperinflated. There is a wedge-shaped opacity in the right upper lobe...
RECOMMENDATIONS:
CT pulmonary angiography for further evaluation of suspected PE.
- 🚨 CRITICAL FINDING DETECTED: Possible pulmonary embolism. STAT notification recommended.
Input: Multi-trauma CT notes with findings scattered across dictation.
Output: Organized by anatomic region (head, cervical spine, thorax, abdomen, pelvis) with findings prioritized by clinical urgency, critical findings flagged, and all potential injuries captured systematically.
What's Included
- SKILL.md instruction file with complete radiologist workflows:
- Critical Finding Reference List: curated STAT findings by body region
- Report Structure Template: impression/findings/recommendations framework
- Quality Assurance Checklist: completeness and consistency verification prompts
- Dictation-to-Report Conversion Workflow: step-by-step prompt guide
Who It's For
- Radiologists — streamline report writing and ensure critical findings are flagged before finalization
- Emergency Medicine Physicians — generate preliminary reports rapidly while working up ED patients
- Hospitalists & Intensivists — draft reports for stat imaging studies with immediate critical finding alerts
- Teleradiology Networks — accelerate report throughput while maintaining quality assurance standards
- Radiology Residents & Fellows — learn proper report structure and critical finding recognition
Best For
- Drafting preliminary and final radiology reports from interpretation notes
- Detecting and flagging critical findings that require STAT communication
- Converting dictated notes into formally structured ACR-compliant reports
- Quality assurance review before report signature and distribution
- Organizing complex multi-organ imaging findings systematically to prevent omissions
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