Datasets:

ClarusC64
/

clinical-temporal-5node-pressure-buf-lag-cpl-icu-deterioration-shock-v0.1

id string	context string	step_unit string	pressure_t0 float64	pressure_t1 float64	pressure_t2 float64	pressure_t3 float64	buffer_t0 float64	buffer_t1 float64	buffer_t2 float64	buffer_t3 float64	lag_t0 float64	lag_t1 float64	lag_t2 float64	lag_t3 float64	coupling_t0 float64	coupling_t1 float64	coupling_t2 float64	coupling_t3 float64	cross_step int64	notes string	label_cascade_state int64
ICU-0001	Stable ICU patient. Vitals steady. Low vasopressor need. Labs monitored.	hours	0.22	0.26	0.28	0.3	0.86	0.84	0.82	0.8	0.18	0.2	0.22	0.24	0.3	0.34	0.36	0.38	0	stable trajectory	0
ICU-0002	Rising oxygen requirement. Lactate mildly up. Rapid review and protocol started.	hours	0.34	0.4	0.44	0.46	0.78	0.74	0.72	0.7	0.22	0.24	0.26	0.28	0.34	0.38	0.4	0.42	0	recoverable	0
ICU-0003	Worsening hypotension. Lactate rising. Escalation delayed due to handoff.	hours	0.48	0.6	0.72	0.84	0.7	0.6	0.46	0.34	0.28	0.44	0.66	0.84	0.42	0.58	0.74	0.88	2	shock formation	1
ICU-0004	Sepsis suspected. Antibiotics delayed. Imaging backlog. Pressors increasing.	hours	0.52	0.64	0.76	0.88	0.66	0.54	0.4	0.28	0.32	0.54	0.74	0.88	0.5	0.66	0.8	0.9	2	cross t1-t2	1
ICU-0005	Respiratory failure worsens. Vent settings escalate. Renal function drops. Team coordination tight.	hours	0.56	0.7	0.82	0.92	0.62	0.5	0.34	0.22	0.36	0.6	0.82	0.92	0.56	0.72	0.88	0.94	1	early crossing	1
ICU-0006	Early sepsis bundle triggered. Fluids and pressors adjusted fast. Buffer restored.	hours	0.44	0.52	0.5	0.48	0.72	0.76	0.78	0.8	0.3	0.26	0.22	0.2	0.46	0.44	0.4	0.38	0	intervention holds	0
ICU-0007	Monitoring gap overnight. Rising lactate missed. Delayed escalation. Coupling tightens across teams.	hours	0.5	0.62	0.78	0.9	0.68	0.56	0.38	0.26	0.28	0.5	0.76	0.9	0.48	0.64	0.82	0.92	1	overnight drift	1
ICU-0008	Deterioration detected at t1. Senior review at t2. Source control planned. Coupling reduces.	hours	0.46	0.58	0.6	0.56	0.66	0.62	0.68	0.7	0.4	0.34	0.28	0.24	0.52	0.5	0.46	0.42	0	recovery path	0
ICU-0009	Refractory shock develops. Escalation delayed. Multi-organ support tightens dependency loops.	hours	0.58	0.72	0.86	0.94	0.6	0.48	0.32	0.2	0.34	0.62	0.86	0.94	0.58	0.74	0.9	0.96	2	lock-in timing visible	1

What this repo does

This dataset tests whether a model can detect an ICU deterioration cascade forming over time by reading a short ordered window of signals and predicting whether shock lock-in occurs by the final step.

Core quad

pressure
buffer
lag
coupling

Prediction target

label_cascade_state

Row structure

One row represents one short time window (t0 to t3) for an ICU patient under deterioration pressure. It includes time-series values for physiologic pressure, reserve buffer, response lag, and care-pathway coupling tightness. The label marks whether cascade lock-in is reached by t3.

Files

data/train.csv
data/tester.csv
scorer.py

Evaluation

Run predictions on tester.csv.
Score with scorer.py.

License

MIT

Structural Note

This dataset identifies a measurable coupling pattern associated with systemic instability. The sample demonstrates the geometry. Production-scale data determines operational exposure.

What Production Deployment Enables

• 50K–1M row datasets calibrated to real operational patterns • Pair, triadic, and quad coupling analysis • Real-time coherence monitoring • Early warning before cascade events • Collapse surface and recovery window modeling • Integration and implementation support

Small samples reveal structure. Scale reveals consequence.

Enterprise & Research Collaboration

Clarus develops production-scale coherence monitoring infrastructure for critical systems across healthcare, finance, infrastructure, and regulatory domains.

For dataset expansion, custom coherence scorers, or deployment architecture: team@clarusinvariant.com

Instability is detectable. Governance determines whether it propagates.

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