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-v0.1 | 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-v0.1 | 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-v0.1 | 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-v0.1 | 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-v0.1 | 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-v0.1 | 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-v0.1 | 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-v0.1 | 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-v0.1 | 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-v0.1 | 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 |
What this repo is for
This dataset tests whether a model can detect quad coupling coherence risk in hospital critical care flow.
It measures alignment between four signals patient acuity and ICU demand staffing coverage available ICU beds diagnostic turnaround time
You label each case coherent when the four signals align and escalation completes incoherent when any node drifts enough to block escalation or trigger system strain
What it predicts ICU overflow events ED boarding spikes delayed escalation windows theatre knock-on cancellations
How you use it early warning dashboards capacity planning under surge post-incident analysis of why escalation failed scenario testing for staffing or diagnostics changes
Example failures beds available but staffing short so escalation stalls beds and diagnostics drift together causing overflow diagnostics late even with beds and staff, delaying escalation decisions
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