Structures MRI interpretation with sequence-specific analysis and standardized reporting. Use when reading MRI studies, creating MRI reports, or analyzing multisequence findings.
Generates structured, standards-compliant MRI reports with sequence-specific analysis, standardized lexicon, and actionable impression statements.
Unstructured MRI reports are a leading source of diagnostic ambiguity. The ACR Practice Parameter for Communication of Diagnostic Imaging Findings (revised 2020) mandates that reports contain specific elements: clinical indication, comparison studies, technique, findings organized by anatomic region, and an impression that directly addresses the clinical question. Studies show that structured reporting reduces clinically significant omission rates from ~30% to under 5% (Schwartz et al., Radiology 2011). RSNA's RadReport initiative provides specialty-specific templates, and lexicon systems such as BI-RADS (breast), PI-RADS v2.1 (prostate), LI-RADS v2018 (liver), and O-RADS (ovarian) exist precisely because free-text reporting leads to inconsistent management recommendations.
An AI agent drafting MRI reports must understand that each pulse sequence encodes distinct tissue contrast: T1-weighted images highlight fat and gadolinium enhancement; T2-weighted images highlight fluid; FLAIR suppresses CSF to reveal periventricular lesions; DWI/ADC maps detect restricted diffusion in acute ischemia, abscess, and hypercellular tumors; SWI detects microhemorrhages and calcification; MRA/MRV map vascular anatomy. A report that fails to correlate findings across sequences — or omits a sequence entirely — is an incomplete report. This skill ensures no sequence is skipped, measurements follow RECIST 1.1 or disease-specific criteria, and the impression maps to a defined category or recommendation tier.
Before drafting, gather the following from the user. Apply the listed defaults if no answer is provided.
Review the study for technical adequacy before interpreting findings.
| Check | Pass Criteria | Action if Fail |
|---|---|---|
| All expected sequences present | Protocol matches body-region standard | Note missing sequence; state limitation in report |
| Motion artifact | No significant degradation of diagnostic quality | Grade: none / mild / moderate / severe; note affected sequences |
| Coverage | Entire region of interest included | Note truncation (e.g., "Inferior cerebellum excluded from FOV") |
| Contrast timing | Arterial, portal-venous, delayed phases as required | Note missing phase; flag if LI-RADS/PI-RADS scoring is compromised |
| Fat suppression quality | Uniform suppression without swap artifacts | Note regional failure and affected anatomy |
| DWI b-values | At minimum b=0 and b=1000 for body; b=0 and b=1000+ for neuro | Note if only low b-value available; ADC map may be unreliable |
Deliverable: A "Technique" paragraph listing field strength, sequences obtained, contrast agent/dose/route, and any technical limitations.
For each sequence, document findings using the following framework. Do NOT skip a sequence — if a sequence is normal, state so explicitly.
| Sequence | Primary Tissue Contrast | Key Pathology to Assess |
|---|---|---|
| T1 pre-contrast | Fat = bright, fluid = dark | Subacute hemorrhage (met-Hb), fat-containing lesions, cortical laminar necrosis |
| T1 post-contrast | Enhancement = bright | Blood-brain barrier breakdown, leptomeningeal disease, dural enhancement |
| T2 | Fluid = bright, muscle = intermediate | Edema, gliosis, cysts, demyelination |
| FLAIR | Fluid suppressed, edema = bright | Periventricular WM lesions, subarachnoid hemorrhage, cortical infarcts |
| DWI / ADC | Restricted diffusion = DWI bright + ADC dark | Acute ischemia (<6h), abscess, epidermoid, hypercellular tumor |
| SWI / GRE | Susceptibility = dark blooming | Microhemorrhages, cavernomas, calcification, vascular malformations |
| MRA (TOF or CE) | Flow-related signal | Stenosis, occlusion, aneurysm (report size, morphology, parent vessel) |
| MRS (if obtained) | Metabolite ratios | NAA (neuronal marker), Choline (cell turnover), Lactate (anaerobic), Lipid (necrosis) |
| Sequence | Key Application |
|---|---|
| T1 in/out-of-phase (Dixon) | Hepatic steatosis (signal drop on out-of-phase), adrenal adenoma characterization |
| Dynamic contrast-enhanced (DCE) | Arterial phase hyperenhancement (APHE) for HCC, PI-RADS scoring for prostate |
| Hepatobiliary phase (gadoxetate) | Hepatocyte uptake defect = hypointensity (HCC, FNH vs. adenoma differentiation) |
| MRCP | Biliary/pancreatic ductal anatomy, strictures, filling defects |
| Diffusion (body) | Restricted diffusion in lymph nodes, peritoneal implants, rectal tumors |
Deliverable: A findings section organized by anatomic compartment, with each finding cross-referenced across all relevant sequences.
For every discrete lesion, document the following in a structured table:
| Field | Requirement |
|---|---|
| Location | Anatomic site using standard nomenclature (e.g., "right frontal lobe, subcortical white matter") |
| Size | Three-axis measurements in mm (AP x TR x CC); for RECIST, report longest axis; for lymph nodes, short axis |
| Signal characteristics | T1 signal, T2 signal, FLAIR signal, DWI/ADC behavior, enhancement pattern (homogeneous, ring, peripheral, none) |
| Morphology | Shape (round, oval, irregular), margins (well-defined, ill-defined, infiltrative), internal architecture (solid, cystic, complex) |
| Mass effect | Midline shift (mm), effacement of sulci/ventricles/cisterns, uncal herniation |
| Comparison | Change from prior: new, increased, decreased, stable. Provide prior measurement and date. |
| Category (if applicable) | BI-RADS 1-6, PI-RADS 1-5, LI-RADS LR-1 through LR-5/LR-M/LR-TIV, O-RADS 0-5 |
The impression is the most-read section. It must:
IMPRESSION:
1. [Primary finding addressing clinical question]. [Category if applicable].
- Recommendation: [Specific follow-up or management per guideline].
2. [Secondary finding]. [Measurement and comparison if applicable].
3. [Incidental finding]. [Follow-up recommendation per ACR Incidental Findings Committee guidelines if applicable].
Combine all sections into the standard radiology report format:
EXAMINATION: MRI [Body Region] [with/without contrast]
CLINICAL INDICATION: [History and specific question]
COMPARISON: [Modality, date] or "None available"
TECHNIQUE: [Field strength, sequences, contrast agent/dose/route, any limitations]
FINDINGS:
[Organized by anatomic compartment]
[Each compartment: normal statement or abnormality with sequence-specific detail]
[Lesion table for discrete lesions]
IMPRESSION:
[Numbered, prioritized, with categories and recommendations]
Before finalizing, confirm with the user:
[VERIFY] tags placed on any measurement or comparison where source data is ambiguous[VERIFY].