Datasets:

ClarusC64
/

clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2

uid stringclasses 10 values	dataset_id stringclasses 1 value	care_setting stringclasses 1 value	patient_acuity_signal stringclasses 3 values	icu_demand_signal stringclasses 3 values	staffing_coverage_signal stringclasses 2 values	available_icu_beds_signal stringclasses 2 values	diagnostic_turnaround_signal stringclasses 2 values	escalation_attempted_signal stringclasses 2 values	escalation_completed_signal stringclasses 3 values	delay_reason_documented_signal stringclasses 3 values	interim_mitigation_signal stringclasses 2 values	system_outcome_signal stringclasses 4 values	clinical_summary stringclasses 10 values	question stringclasses 1 value	ground_truth_label stringclasses 2 values	ground_truth_rationale stringclasses 10 values	lead_time_window_hours int64 12 24	source_citation stringclasses 1 value
CQICU-001	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	adequate	adequate	on_time	yes	yes	yes	yes	stable	High acuity and ICU demand. Staffing and beds adequate. Diagnostics on time. Escalation completed with mitigation and documentation.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	coherent	All four signals aligned and escalation loop closed.	12	Synthetic
CQICU-002	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	inadequate	adequate	on_time	yes	no	yes	yes	ed_boarding_spike	Demand and acuity high. Beds available but staffing inadequate so escalation not completed. Delay documented and mitigation used.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	incoherent	Staffing breaks the quad and blocks escalation.	18	Synthetic
CQICU-003	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	adequate	inadequate	on_time	yes	no	yes	yes	icu_overflow_event	Acuity and demand high. Staffing adequate but no ICU beds. Escalation attempted but not completed. Delay documented with mitigation.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	incoherent	Bed constraint breaks the quad.	24	Synthetic
CQICU-004	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	adequate	adequate	late	yes	yes	yes	yes	delayed_escalation	Acuity and demand high. Beds and staff adequate but diagnostics late, delaying escalation decision and downstream move.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	incoherent	Diagnostics lag breaks the quad timing.	12	Synthetic
CQICU-005	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	moderate	moderate	adequate	adequate	on_time	yes	yes	no	no	stable	Moderate demand with adequate staff and beds. Diagnostics on time. Escalation completed without needing special mitigation.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	coherent	Quad aligned under moderate load.	12	Synthetic
CQICU-006	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	inadequate	inadequate	on_time	yes	no	yes	yes	icu_overflow_event	High demand and acuity. Both staffing and beds inadequate. Diagnostics on time but escalation fails and overflow occurs.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	incoherent	Multiple node failure in quad.	24	Synthetic
CQICU-007	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	adequate	adequate	late	yes	no	yes	no	delayed_escalation	Acuity high. Diagnostics late. Escalation attempted but not completed. Delay reason documented but mitigation not recorded.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	incoherent	Diagnostics delay plus mitigation gap.	18	Synthetic
CQICU-008	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	adequate	adequate	on_time	yes	yes	no	yes	stable	High load but surge staffing in place, beds freed, diagnostics fast. Escalations complete on time.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	coherent	Quad held under strain due to matched capacity.	18	Synthetic
CQICU-009	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	low	low	adequate	adequate	on_time	no	not_applicable	not_applicable	no	stable	Low demand period. Quad conditions stable. No escalation events.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	coherent	No strain and no escalation required.	12	Synthetic
CQICU-010	clinical-icu-demand-staff-bed-diagnostics-quad-coherence-risk-v0.2	Hospital	high	high	adequate	inadequate	late	yes	no	no	yes	icu_overflow_event	High demand. Beds short and diagnostics delayed. Escalation attempted but not completed. No delay reason documented. Mitigation used.	Is the 4-way coupling coherent or incoherent. Answer coherent or incoherent.	incoherent	Bed and diagnostics drift plus governance gap.	24	Synthetic

Clinical ICU Demand Staff Bed Diagnostics Quad Coherence Risk v0.2

What this dataset does

It tests whether a model can detect ICU system coherence failure under load.

Four coupled nodes

patient_acuity_signal
icu_demand_signal
staffing_coverage_signal
available_icu_beds_signal

Timing node

diagnostic_turnaround_signal

Escalation loop fields

escalation_attempted_signal
escalation_completed_signal
delay_reason_documented_signal
interim_mitigation_signal

Task

Given the clinical summary, answer:

coherent
or
incoherent

coherent means

capacity matches demand
diagnostics arrive on time
escalation loop can complete

incoherent means

any capacity or diagnostic node breaks
escalation cannot complete when needed

What changed in v0.2

Version bumped so scorer updates are visible
Moved label field to ground_truth_label and kept it explicit
New scorer with validation, confusion, error sampling
Predictions matched by uid, order independent

Files

data/train.csv
data/test.csv
scorer.py

Run scoring

predictions.csv needs at least

uid,label

Then run

python scorer.py --preds_csv predictions.csv --gold_csv data/test.csv

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16.5 kB