Brain MRI
Brain MRI read: stroke, tumours, MS lesions, aneurysms, atrophy and ARIA in one result.
Joint MRI read: rotator cuff tears, retraction and fatty infiltration, bone and muscle masks.
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Joint MRI reads non-knee joint studies: shoulder, hip, ankle, wrist and other joints imaged with fat-suppressed fluid-sensitive and T1-weighted sequences, with or without arthrography. For every joint, the run segments the bones and muscles in the field of view and measures muscle volumes, adding fat fraction when a Dixon acquisition is present.
For the shoulder, the most frequently ordered of these exams, it reads the rotator cuff tendon by tendon. Supraspinatus, infraspinatus and subscapularis each get a tear grade, tendon retraction is measured, and the fatty infiltration of the corresponding muscle bellies is graded: the three factors surgeons weigh when planning a repair.
Decision support for physicians reporting shoulder MRI and for teams who need muscle quantification: a consistent cuff read that states tear extent, retraction and muscle quality in one place, and volumetric muscle and fat measurements that are impractical to draw by hand. Findings come with their masks and measurements.
Musculoskeletal and general radiologists, orthopaedic and shoulder surgeons deciding between repair, rehabilitation and arthroplasty, and sports-medicine physicians. Developers and researchers use the bone and muscle segmentation for body composition, sarcopenia and rehabilitation studies.
| Requirement | Why |
|---|---|
| Shoulder PD or T2 fat-sat, ± MR arthrography | Tendon continuity, tear grade and retraction |
| Any MSK sequence | Bone and muscle segmentation |
| Dixon fat and water images (optional) | Muscle fat fraction |
Studies outside these requirements still receive bone and muscle segmentation; the rotator cuff section is computed only for shoulder studies.
Age, the side, symptoms (pain, weakness, trauma), prior surgery such as cuff repair, and the clinical question go in
clinical_context.
| Section | Content |
|---|---|
| Rotator cuff | Supraspinatus, infraspinatus and subscapularis tear grade, tendon retraction, muscle fatty infiltration grade |
| Bones and muscles | Bone and muscle masks, per-muscle volumes, fat fraction where Dixon is available |
| 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 cuff section answers the surgical questions for shoulder pain: which tendons are torn, how far each has retracted and how much fat has replaced the muscle. Outside the rotator cuff, findings such as labral tears, cartilage defects, ligament injuries or osteonecrosis are not graded by this model.
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.
Spine MRI
Spine MRI read: a graded level table, cord measurements and red flags in Fardon 2014 terms.
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.