Brain MRI
Brain MRI read: stroke, tumours, MS lesions, aneurysms, atrophy and ARIA in one result.
Spine MRI read: a graded level table, cord measurements and red flags in Fardon 2014 terms.
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Spine MRI reads lumbar, cervical, thoracic and whole-spine studies, among the highest-volume MRI exams in any department. The run labels every vertebra and disc first, flags transitional anatomy, and counts from C2 when a whole-spine sagittal or localiser is present, so each finding sits on the right level.
It returns a level table from C2–T1 and L1–S1: central canal, subarticular and foraminal stenosis grades, disc herniation type in Fardon 2014 nomenclature, Pfirrmann disc degeneration, Modic endplate changes and spondylolisthesis. Alongside the degenerative read, the run screens for the red flags that must not be missed: metastatic epidural compression with a Bilsky grade, cord compression or intramedullary signal, and acute vertebral fractures.
Decision support for physicians reporting spine MRI: a consistent per-level grading where inter-reader variability is high, and a red-flag screen that marks urgent referral at Bilsky grade 2 or higher or with signs of myelopathy. Grades come with the level, the image and the measurement behind them.
General radiologists, teleradiologists and musculoskeletal or neuroradiologists, with results going to spine surgeons, neurosurgeons, pain physicians, oncologists and physiotherapists. Through the API, the level table drops into reporting templates and surgical planning software.
prior_files for comparison.| Requirement | Why |
|---|---|
| Sagittal T1 and T2 | Level labelling, disc grading, foraminal grading, marrow signal |
| Axial T2 through the discs | Central canal and subarticular grading, herniation position |
| Sagittal STIR (or fat-suppressed T2) | Marrow oedema separates acute from chronic fractures and shows metastatic infiltration |
| Whole-spine sagittal or localiser | Reliable counting from C2 when anatomy is transitional |
| Whole-spine sagittal T1/T2/STIR with axials | Bilsky and SINS assessment across all levels |
When a section's required sequence is missing, the result names the sequence instead of grading without it.
The clinical question (radiculopathy, myelopathy, known malignancy, trauma, MS) and age go in clinical_context;
they shape the guidance.
| Section | Content |
|---|---|
| Vertebrae and level labels | Instance masks of vertebrae, discs, canal and cord with level labels; transitional-anatomy flag |
| Degenerative level table | Per level: canal, subarticular and foraminal stenosis grade, herniation type, Pfirrmann, Modic, spondylolisthesis |
| Spinal cord | Cord mask, cross-sectional area per level, compression ratio, intramedullary T2 lesions (MS, injury, tumour) |
| Metastatic cord compression | Epidural tumour by level, Bilsky ESCC grade, MRI components of the SINS score |
| Vertebral fractures | Compression fractures, acute versus chronic by marrow oedema, benign versus malignant features, height-loss grade |
| Draft report | Opt-in (options.report): an English narrative that interprets the result for the reader (findings, impression, limitations); every number is checked against the findings |
The result carries a level_table block: one row per level with every grade and its side, ready to import into a
reporting template or a surgical registry.
One run returns every section its input supports.
Brain MRI
Brain MRI read: stroke, tumours, MS lesions, aneurysms, atrophy and ARIA in one result.
Prostate MRI
Prostate MRI read: PI-RADS v2.1 lesions, sector map, PSA density and fusion-biopsy targets.
Abdominal MRI
Abdominal MRI read: liver fat and iron, LI-RADS, MRCP, pancreatic cysts, Bosniak and kidney volume.
Breast MRI
Breast MRI read: enhancing lesions, kinetics, BI-RADS assessment, BPE, FGT and implant integrity.
Cardiac MRI
Cardiac MRI read: ventricular function, scar, T1/T2/ECV mapping, flow and strain per AHA segment.
Knee MRI
Knee MRI read: ACL status, meniscal tears, cartilage defects and bone marrow oedema.