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Research draft

Guillain–Barré syndrome

vr.tr.guillain-barr-syndrome · INF.KNW

Enable an AI agent to represent Guillain-Barré syndrome, assess evidence and episode severity, and identify appropriate clinical review, escalation and follow-up actions.

Thing Registry Information and virtual systems

Research draft, second pass

A second pass drafted this model: the structure a model of this thing needs, and what is known about it in the world. The line under this one says how the second half was obtained - researched against sources, or recalled without web access, in which case nothing here was read anywhere and every claim is a lead to verify. Unreviewed either way.

Researched by: Codex + Grok

Purpose and description

Enable an AI agent to represent Guillain-Barré syndrome, assess evidence and episode severity, and identify appropriate clinical review, escalation and follow-up actions.

Guillain-Barré syndrome is an acute, typically post-infectious, immune-mediated polyradiculoneuropathy in which molecular mimicry against peripheral-nerve myelin or axonal membranes produces rapidly progressive, usually symmetrical flaccid weakness, areflexia, and often albuminocytologic dissociation in cerebrospinal fluid.

It can be Organize a suspected episode against named diagnostic criteria and identify missing or contradictory evidence.; Compare serial examinations and measurements to flag deterioration for clinician review.; Prepare a respiratory, swallowing and autonomic risk handover with observation times and uncertainties.; Surface guideline-linked treatment considerations for the responsible clinician using onset, function and prior treatment.; Track recovery and prompt reassessment when the course no longer fits the working diagnosis.; Link residual deficits to rehabilitation goals and reassessment dates..

Distinguishing features

Assess rapidly progressive, relatively symmetric weakness with reduced tendon reflexes against chronic neuropathy; typical progression reaches nadir within four weeks, with variant exceptions requiring explicit interpretation. [EAN/PNS guideline](https://onlinelibrary.wiley.com/doi/10.1111/jns.12594)

Check peripheral localization against spinal cord disease: a sensory level or upper motor neuron signs should prompt investigation of an alternative explanation. [EAN/PNS guideline](https://onlinelibrary.wiley.com/doi/10.1111/jns.12594)

Use cerebrospinal fluid protein and cell count together with nerve-conduction findings as supporting evidence; normal early results do not exclude GBS. [EAN/PNS guideline](https://onlinelibrary.wiley.com/doi/10.1111/jns.12594)

Distinguish Miller Fisher presentations through ophthalmoplegia, ataxia and reduced reflexes, with anti-GQ1b testing where appropriate, rather than requiring the typical limb-weakness pattern. [EAN/PNS guideline](https://onlinelibrary.wiley.com/doi/10.1111/jns.12594)

Reconsider acute-onset CIDP when progression continues beyond eight weeks; record the chronology rather than automatically relabeling every deterioration. [EAN/PNS guideline](https://onlinelibrary.wiley.com/doi/10.1111/jns.12594)

Scope

+ Clinical recognition and diagnostic uncertainty in suspected Guillain-Barré syndrome

+ Clinical variants and electrophysiological classifications without creating additional registry entries

+ Episode chronology, progression, nadir, stabilization and recovery

+ Respiratory, bulbar, autonomic and functional severity

+ Dependencies for treatment decisions, reassessment and rehabilitation

- The patient's complete medical record and unrelated conditions

- Independent models of chronic inflammatory demyelinating polyradiculoneuropathy and other diagnostic alternatives

- Laboratory equipment, assay operation and electrophysiology device specifications

- Drug manufacture, prescribing infrastructure and plasma-exchange procedure execution

- Population infection surveillance and vaccine safety causality assessment

Characteristics

Diagnostic standing
suspected | clinician-supported | uncertain | alternative favored; named criteria and assessment date Separates working recognition from a settled clinical assessment.
Time from weakness onset
days; onset date or estimated interval Anchors progression, investigation timing and treatment review.
Clinical phenotype
motor-sensory | pure motor | Miller Fisher | other named variant | overlap | unclassified Prevents typical presentation criteria from excluding a variant without review.
Electrophysiological classification
demyelinating | axonal motor | axonal motor-sensory | equivocal | normal | not tested; criteria and study date Keeps physiological interpretation distinct from clinical phenotype.
Episode phase
progressing | plateau | recovering | deteriorating after stabilization | unresolved Makes changes in trajectory visible.
Muscle strength
MRC grades 0-5 by examined muscle; sum score 0-60 when the specified examination is complete Supports comparable serial assessment while retaining asymmetry and missing observations.
Functional disability
GBS disability scale 0-6 with version, component description and assessment date Connects impairment to walking, support needs and longitudinal outcome.
Respiratory reserve
vital capacity in L and mL/kg; respiratory pressures in cm H2O; timestamp, method and reliability Allows respiratory trends to inform urgent clinical review.
Bulbar and autonomic involvement
swallowing, cough and secretion handling; blood-pressure instability, rhythm disturbance and bowel/bladder dysfunction; present | absent | unknown Captures threats that a limb-strength score does not describe.
Antecedent event
linked infection or other exposure; event date, evidence and attribution status Preserves relevant context without treating temporal proximity as established causation.
Disease-directed treatment exposure
linked IVIg or plasma-exchange course; indication, dates, completion and adverse events Makes subsequent response interpretable against actual treatment.

Also called

acute motor axonal neuropathyacute motor and sensory axonal neuropathyvariant of Guillain-Barre syndrome

Where this came from

wikidata · CC0 1.0

Drafted structure

Bundle to layer to finding to question, as the second pass will find it: 6 bundles · 11 layers · 19 findings · 39 questions.

Syndrome recognition Represent why an episode is considered GBS and where that interpretation remains vulnerable.

Recognition must combine chronology, examination and phenotype without treating any isolated feature as decisive.

Onset and pattern

Capture the neurological pattern and its development.

Weakness and reflex trajectory

Record the distribution, symmetry and evolution of weakness alongside reflex examinations.

  1. When did neurological symptoms and objective weakness begin, and how certain are those dates? provenance
  2. Which limbs and cranial functions are affected, and what reflex findings were recorded at each examination? measurement
  3. Does the observed progression fit the diagnostic framework being applied? boundary

Phenotype and alternatives

Separate variant recognition from evidence for competing diagnoses.

Variant assignment

Record the proposed clinical phenotype and the observations supporting it.

  1. Which clinical phenotype best describes the episode, including ophthalmoplegia, ataxia or regional weakness? definition
  2. Which expected features are absent, unexamined or inconsistent with that assignment? boundary

Competing localizations

Keep clinically consequential alternatives and their discriminating evidence explicit.

  1. What evidence favors spinal cord disease, neuromuscular junction disease, myopathy or another neuropathy? boundary
  2. Which unresolved alternative requires urgent investigation or specialist review? action
Diagnostic evidence Make diagnostic support traceable to actual investigations and their timing.

An agent must distinguish missing evidence, early nondiagnostic results and evidence against GBS.

Timed investigations

Preserve results together with illness day and interpretive limitations.

CSF interpretation

Represent protein and cell-count results as separate observations.

  1. What were CSF protein and white-cell count, with units, reference ranges and day from onset? measurement
  2. How did the clinician interpret these results, including possible alternative explanations? provenance

Electrodiagnostic interpretation

Retain study findings, classification criteria and revisions across serial studies.

  1. Which nerves and parameters were examined, and what classification did the report support? measurement
  2. Is the study sufficiently informative, or has the clinician requested repeat testing? action

Certainty and context

Connect the diagnostic conclusion to its framework and supporting history.

Criteria-based assessment

Keep clinical judgment and formal case-definition classification separately attributable.

  1. Which criteria and version were applied, and which elements are satisfied, missing or contradicted? definition
  2. Who made the diagnostic assessment, when, and from which examination and investigation reports? provenance

Antecedent and targeted evidence

Record preceding illness and selectively requested tests without assigning unsupported causation.

  1. Which antecedent infections or exposures are documented, and by history or testing? provenance
  2. What diagnostic uncertainty would antibody testing, imaging or another targeted investigation resolve? action
Acute threat and severity Represent physiological danger alongside motor disability.

Weakness can affect breathing and swallowing, while autonomic disturbance can threaten circulation. [NINDS overview](https://www.ninds.nih.gov/health-information/disorders/guillain-barre-syndrome)

Breathing and airway

Track ventilatory reserve and airway protection as related but distinct concerns.

Respiratory trend

Combine serial respiratory measurements with observed effort and current support.

  1. How are vital capacity, respiratory pressures and breathing effort changing, and are measurements reliable? measurement
  2. Which clinician-approved escalation criteria are met, and has the responsible team been notified? action

Airway protection

Record swallowing, cough and secretion management independently of walking ability.

  1. What assessment establishes current swallowing safety, cough effectiveness and secretion handling? measurement
  2. What airway, nutrition or swallowing review is required by the documented findings? action

Autonomic and motor burden

Represent cardiovascular instability and functional loss without collapsing them into one score.

Autonomic instability

Capture autonomic events, their timing and alternative explanations.

  1. Which rhythm disturbances, blood-pressure changes or bowel/bladder abnormalities have been observed? measurement
  2. What monitoring or escalation plan addresses these events, and which competing causes remain under review? action

Motor disability trend

Track strength and practical function using comparable assessments.

  1. What are the current muscle grades, GBS disability grade and actual walking or transfer abilities? measurement
  2. Which changes reflect neurological deterioration rather than pain, sedation or another limitation? boundary
Treatment decision and response Link clinical state to disease-directed treatment review and subsequent observations.

IVIg or plasma exchange decisions depend on timing and severity; corticosteroids are not recommended as GBS-directed treatment. [EAN/PNS guideline](https://onlinelibrary.wiley.com/doi/10.1111/jns.12594)

Treatment eligibility

Represent the information needed for a responsible clinician to select or defer treatment.

Immunotherapy decision

Record the indication, selected option and reason for the decision.

  1. How do onset timing, walking ability and current progression inform IVIg or plasma-exchange consideration? action
  2. Which contraindications, patient preferences and service constraints influenced the clinician's decision? provenance
  3. Which guideline version and patient-population assumptions support that decision? provenance

Delivered course and reassessment

Distinguish prescribed treatment from delivered treatment and subsequent course.

Course completion and effects

Link treatment delivery, interruptions and adverse events to serial assessments.

  1. What treatment was actually delivered, on which dates, and with what interruptions or adverse events? provenance
  2. What objective changes followed treatment, and what prevents attributing those changes to treatment alone? measurement

Post-treatment deterioration

Represent renewed worsening without assuming that additional immunotherapy is appropriate.

  1. Did deterioration follow documented improvement or stabilization, and at what intervals from onset and treatment? measurement
  2. What specialist review is needed to distinguish ongoing progression, treatment-related fluctuation, complication or another diagnosis? action
Recovery and longitudinal revision Follow residual impairment, recovery goals and evidence that changes the episode interpretation.

Recovery assessment must include persistent weakness, pain and fatigue as well as return of independence. [NINDS overview](https://www.ninds.nih.gov/health-information/disorders/guillain-barre-syndrome)

Residual burden and rehabilitation

Connect persisting symptoms and limitations to practical recovery planning.

Recovery profile

Record neurological recovery and patient-experienced limitations separately.

  1. Which weakness, sensory symptoms, pain, fatigue or autonomic problems persist at each follow-up? measurement
  2. How do those problems affect self-care, mobility, communication, work or education compared with baseline? measurement

Rehabilitation goals

Link the current recovery profile to agreed support and reassessment.

  1. Which rehabilitation goals and supports have the patient and clinical team agreed? action
  2. What observations will justify increasing, modifying or reducing support? action

Prognosis and diagnostic revision

Preserve uncertainty in forecasts and reconsider the diagnosis when longitudinal evidence warrants it.

Qualified prognosis

Record predictions with their inputs, intended outcome and applicability limits.

  1. If a prognostic score is used, which version, input dates and outcome horizon produced the estimate? provenance
  2. Does its validation population match this patient's age, phenotype and care setting? boundary

Episode reclassification

Keep the original assessment and the reasons for any later revision traceable.

  1. Does the duration or pattern of renewed worsening require review for acute-onset CIDP, recurrent GBS or another explanation? boundary
  2. Who authorized a revised diagnosis, on what evidence, and which treatment or follow-up decisions changed? provenance
Evidence and external alignment What the world already says about this thing, gathered so the model can be checked against it.

A model that cannot be lined up against existing standards, identifiers and practice cannot be adopted by anyone who already uses them.

Reported evidence

Findings from the breadth pass, kept separate from the structural claims.

Kinds and varieties

Reported by the breadth pass; each item needs checking against its source before it becomes normative.

  • Acute inflammatory demyelinating polyradiculoneuropathy (AIDP)
  • Acute motor axonal neuropathy (AMAN)
  • Acute motor-sensory axonal neuropathy (AMSAN)
  • Miller Fisher syndrome (MFS)
  • Bickerstaff brainstem encephalitis (BBE)
  • Pharyngeal-cervical-brachial (PCB) variant
  • Paraparetic GBS
  • Acute pandysautonomia
  1. Which of these kinds and varieties hold for the sense of Guillain-Barré syndrome this model covers, and on what evidence? provenance

Sources

  1. Guillain-Barré syndrome fact sheet

What the second pass must settle

  • Which versioned diagnostic framework should govern this model, and how should it represent variants that do not satisfy typical motor-sensory criteria?
  • Which respiratory and autonomic escalation rules are validated for children, atypical phenotypes and settings with limited monitoring?
  • What evidence should govern immunotherapy decisions in ambulant, late-presenting or variant cases?
  • How should treatment-related fluctuation, recurrent GBS and acute-onset CIDP be distinguished when onset dates or serial examinations are incomplete?
  • Which prognostic tools and patient-reported recovery measures remain valid across the populations and languages this catalogue must support?