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id
stringclasses
10 values
syndrome_label
stringclasses
4 values
precipitating_event
stringclasses
5 values
illness_duration_months
int64
10
84
immune_features
stringclasses
9 values
metabolic_features
stringclasses
10 values
autonomic_features
stringclasses
8 values
neurocognitive_features
stringclasses
10 values
symptom_dynamics
stringclasses
9 values
comorbidity_cluster
stringclasses
9 values
basin_id
stringclasses
5 values
basin_stability_score_0_100
int64
70
90
defining_state_features_top5
stringclasses
10 values
basin_evidence
stringclasses
10 values
constraints
stringclasses
1 value
gold_checklist
stringclasses
1 value
EBM-001
Long-COVID
viral_triggered
18
IL6 high; CRP mild; ferritin high
lactate high post-exertion; low VO2
POTS pattern; HR spike on standing
brain fog; word finding
PEM 24-48h; relapsing
asthma; anxiety
basin_A_inflammatory_autonomic
82
POTS; IL6-high; PEM; HR-stand-spike; post-exertion lactate
Autonomic instability plus inflammatory tone dominates despite mixed symptoms
Under 220 words.
1 basin
EBM-002
ME/CFS
stress_triggered
60
CRP normal; cytokines mixed
low ATP proxy; high fatigue index
orthostatic intolerance
brain fog; sensory sensitivity
PEM 48h; chronic plateau
IBS
basin_B_mito_metabolic_fatigue
88
PEM; chronic plateau; low energy proxy; orthostatic intolerance; activity crash
Metabolic fatigue basin with strong stability across years
Under 220 words.
1 basin
EBM-003
Autoimmune cluster
mixed_or_unknown
36
ANA positive; ESR high
normal glucose; weight loss
variable BP; cold intolerance
cognitive slowing
waxing flares; joint pain
thyroiditis
basin_E_autoimmune_multisystem
80
ANA+; ESR-high; flares; multisystem; joint pain
Autoimmune multi-system basin with flare topology
Under 220 words.
1 basin
EBM-004
Long-COVID
viral_triggered
12
tryptase borderline; eos high
normal labs
tachycardia episodes
headache
food-trigger flares; episodic
urticaria
basin_D_mast_cell_histamine_like
74
food-trigger flares; urticaria; eos-high; episodic tachy; histamine pattern
Trigger-linked episodic basin with mast-cell features
Under 220 words.
1 basin
EBM-005
ME/CFS
toxic_exposure
30
CRP normal
exercise intolerance; lactate high
POTS mild
brain fog moderate
PEM 24-48h; relapsing
migraines
basin_B_mito_metabolic_fatigue
78
exercise intolerance; PEM; lactate; fatigue index; relapse pattern
Metabolic-fatigue basin despite different trigger
Under 220 words.
1 basin
EBM-006
Long-COVID
viral_triggered
10
CRP high; IL6 high
glucose variability
orthostatic intolerance
brain fog severe
relapsing; inflammatory surges
asthma
basin_A_inflammatory_autonomic
76
IL6-high; CRP-high; orthostatic; relapse; autonomic swings
Inflammation plus autonomic dysregulation forms stable basin
Under 220 words.
1 basin
EBM-007
Autoimmune cluster
iatrogenic
24
ESR high; complement low
weight loss
variable HR
cognitive issues
flare after taper; partial remissions
rash
basin_E_autoimmune_multisystem
79
complement-low; ESR-high; flare after taper; rash; multi-system
Immune system state dominates with medication-linked dynamics
Under 220 words.
1 basin
EBM-008
Long-COVID
stress_triggered
20
cytokines mixed
normal lactate
POTS strong
attention issues
crashes after activity; relapsing
IBS
basin_A_inflammatory_autonomic
70
POTS; activity crash; attention; orthostatic; relapse
Autonomic basin even with weak immune markers
Under 220 words.
1 basin
EBM-009
ME/CFS
viral_triggered
84
CRP normal
low energy proxy
orthostatic intolerance
sensory sensitivity
stable plateau; PEM 48h
IBS; migraine
basin_B_mito_metabolic_fatigue
90
PEM 48h; stable plateau; sensory sensitivity; orthostatic; fatigue
Highly stable metabolic-fatigue basin over years
Under 220 words.
1 basin
EBM-010
Neuroimmune syndrome
mixed_or_unknown
22
microglial proxy high; cytokines mixed
normal basic labs
mild orthostatic
cognitive impairment; headache
waves of cognitive collapse
depression
basin_C_neuroimmune_cognitive
73
cognitive collapse waves; headache; neuroimmune proxy; attention failure; fluctuating
Primary neurocognitive basin with immune tone
Under 220 words.
1 basin

What this dataset tests

Whether a model can identify the stable illness basin
from multi-system features, independent of trigger.

Required outputs

  • basin_id
  • basin_stability_score_0_100
  • defining_state_features_top5

Basin labels

  • basin_A_inflammatory_autonomic
  • basin_B_mito_metabolic_fatigue
  • basin_C_neuroimmune_cognitive
  • basin_D_mast_cell_histamine_like
  • basin_E_autoimmune_multisystem

Typical failures

  • using precipitating event as the primary classifier
  • listing symptoms without identifying the basin state
  • failing to name the top defining features

Suggested prompt wrapper

System

You assign an illness basin from multi-system features.

User

Immune
{immune_features}

Metabolic
{metabolic_features}

Autonomic
{autonomic_features}

Neurocognitive
{neurocognitive_features}

Dynamics
{symptom_dynamics}

Return

  • basin id
  • stability score
  • top 5 defining features
  • one sentence evidence

Citation

ClarusC64 dataset family

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