Chapter 08 · Reasoning
Worked Reasoning Cases
These cases teach evidence-calibrated reasoning. They are educational examples, not patient-specific clinical advice.
UC001 | Lobar ICH with disseminated cSS
Scenario: An older adult presents with spontaneous lobar ICH, multiple strictly lobar microbleeds, and disseminated cSS.
Reasoning: The phenotype strongly increases CAA probability in the intended symptomatic context. Apply current criteria, confirm sequence adequacy, and separately estimate recurrence and treatment risk.
Do not conclude: Do not infer that every cognitive symptom is caused by CAA or that competing pathology is absent.
UC002 | Cognitive presentation without hemorrhage
Scenario: A memory-clinic patient has WMH, CSO-PVS, and no hemorrhagic marker.
Reasoning: Boston v2.0 transportability is weaker in this spectrum. Consider AD and mixed pathology, verify MRI quality, and treat any CAA inference as uncertain.
Do not conclude: Do not use criteria performance from lobar ICH cohorts as if it were screening performance.
UC003 | Mixed lobar and deep microbleeds
Scenario: MRI shows both lobar and deep microbleeds with extensive WMH.
Reasoning: Model mixed or competing pathologies. Fine-grained lesion location and cSS may help, but neither distribution alone supplies a pathology diagnosis.
Do not conclude: Do not force a binary CAA-versus-hypertensive label.
UC004 | High ARTS score
Scenario: A research participant has a high ARTS score and worsening cognition.
Reasoning: Separate model output, pathology prediction, technical repeatability, outcome association, and clinical utility. Inspect cohort similarity and calibration.
Do not conclude: Do not label the participant pathology-positive without validated context and reference evidence.
UC005 | Subacute encephalopathy with asymmetric FLAIR
Scenario: An older adult develops seizures and cognitive change with asymmetric parieto-occipital FLAIR hyperintensity and lobar microbleeds.
Reasoning: CAA-ri is important, but infection, neoplasm, PRES, vasculitis, and seizure-related change require assessment. Treatment exposure determines whether ARIA enters the differential.
Do not conclude: Do not equate an ARIA-E-like appearance with one etiology.
UC006 | Positive amyloid PET in suspected CAA
Scenario: An older patient with cognitive impairment has positive amyloid PET and a small lobar microbleed burden.
Reasoning: PET confirms fibrillar amyloid but not its vascular compartment. Integrate regional PET, tau/CSF, MRI pattern, and mixed-pathology probability.
Do not conclude: Do not call a positive scan diagnostic of CAA.
UC007 | Reduced CVR with WMH progression
Scenario: A research participant has low CVR and increasing WMH over one year.
Reasoning: This supports vascular dysfunction as a risk marker for tissue progression, while etiology and causal reversibility remain unresolved.
Do not conclude: Do not infer CAA or arteriolosclerosis specificity from CVR alone.
UC008 | Radiology-report candidate phenotype
Scenario: A report mentions WMH, chronic infarcts, and deep microbleeds without direct image review.
Reasoning: Use the report for candidate generation and triage. Confirm sequence availability, negation, image-level location, and pathology reference before model development.
Do not conclude: Do not turn report text into validated diagnostic criteria.