Quick revision ↓ Medical Dictionary
Deep Learning — Module 14
Connect the clinical question to modality choice, image appearances, limitations and the next decision.
Initial brain assessment
Noncontrast head CT is rapid and useful for many acute hemorrhage and trauma questions. Review symmetry, ventricles, cisterns, extra-axial spaces, brain tissue and bone using appropriate displays. Acute blood is often hyperattenuating, but appearance changes with time and patient factors. A single bright focus can also be calcification or artifact, so location, morphology and the full examination are essential.
Stroke is time-sensitive
Sudden focal neurological symptoms require an urgent stroke pathway rather than waiting for routine imaging. Early ischemic change may be subtle or absent on CT, so a normal initial image does not exclude ischemic stroke. Vascular or perfusion imaging may guide selected treatment decisions. MRI diffusion can detect many acute infarcts, but no modality should be interpreted without symptom timing, neurological assessment and the technical quality of the study.
Mass effect and fluid spaces
Midline shift, effacement of sulci or basal cisterns and ventricular compression can indicate mass effect. Hydrocephalus describes abnormal ventricular enlargement from altered cerebrospinal-fluid circulation, while age-related atrophy can also enlarge ventricles through a different mechanism. Interpret the pattern rather than size alone. Suspected pressure effects or acute ventricular obstruction require timely communication and specialist review, not a routine follow-up note.
Trauma and bleeding patterns
Extra-axial blood may follow epidural or subdural distributions, while subarachnoid blood occupies sulci or cisterns. Classic shapes are useful teaching patterns but do not replace full review or expert reporting. Fractures, contusions and injury elsewhere may coexist. Persistent clinical concern after negative imaging needs a pathway-based reassessment, especially when symptoms worsen or when the examination was limited.
Spine and neurological warning signs
MRI is valuable for the spinal cord, cauda equina, discs and soft tissues, while CT provides useful bony detail in selected trauma. New weakness, saddle sensory change or bladder dysfunction with back pain can require urgent assessment for neural compression. A normal plain radiograph cannot exclude cord or cauda equina disease. Communicate the neurological findings clearly so that imaging priority and coverage match the clinical concern.
High-Yield Revision
- Normal early CT does not exclude ischemic stroke.
- Mass effect requires attention to ventricles and cisterns.
- Spinal neurological warning signs need urgent clinical assessment.
Common Exam & Concept Pitfalls
- Bright on CT is not always acute blood.
- Normal spine radiographs do not exclude neural compression.
Sources & Further Reading
Curriculum and reference review: 25 September 2026. These original notes teach foundational imaging concepts and clinical reasoning. Interpretation of real studies and procedures requires supervised training. International guidance supports the principles below; local pathways, resources and authorized supervision govern patient care. Faculty review is pending.
- Choosing examinations: ACR Appropriateness Criteria
- Modality foundations: NIH NIBIB resources on CT, MRI and ultrasound
- Safety: IAEA Radiation Protection of Patients · ACR/RSNA RadiologyInfo on contrast materials, MRI safety and ionizing radiation
- Chest and vascular questions: Chest radiography and its limitations · Pulmonary embolism imaging
- Abdominal and urinary questions: Body CT · ACR acute flank pain criteria summary
- Neurological questions: Stroke imaging · Brain MRI
- Pelvic and pediatric questions: ACR acute pelvic pain criteria summary · ACOG adnexal torsion and Doppler limitations · Intussusception imaging and treatment
- Breast assessment: ACR palpable breast mass criteria summary · Mammography
- Nuclear medicine: Understanding a PET-CT report · EANM/SNMMI FDG imaging in infection and inflammation
- Image-guided procedures: Catheter angiography · Lung biopsy
- Reporting: ACR/RSNA guide to radiology reports
