Datasets:
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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