Datasets:
uid stringclasses 10
values | dataset_id stringclasses 1
value | year int64 2.02k 2.02k | country stringclasses 4
values | setting stringclasses 2
values | ed_wait_time_hours float64 2.1 10 | bed_occupancy_pct int64 86 100 | icu_ed_waiting int64 1 12 | discharge_delay_pct int64 10 40 | diagnostic_backlog_level stringclasses 3
values | staffing_gap_pct int64 3 20 | elective_cancellation_pct int64 2 30 | ops_summary stringclasses 10
values | question stringclasses 1
value | ground_truth_label stringclasses 2
values | ground_truth_rationale stringclasses 10
values | outcome_signal stringclasses 2
values | source_citation stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
SYS-001 | healthcare-system-flow-coherence-index-v0.1 | 2,024 | UK | hospital | 2.1 | 88 | 1 | 12 | low | 4 | 3 | ED waits moderate, beds below critical, small ICU queue, low cancellations. | Is system flow coherent. Answer coherent or incoherent. | coherent | Signals aligned within tolerance. | stable_system | Synthetic |
SYS-002 | healthcare-system-flow-coherence-index-v0.1 | 2,024 | UK | hospital | 9.4 | 98 | 10 | 38 | high | 18 | 22 | Long ED waits, near-full beds, ICU queue, discharge delays, high cancellations. | Is system flow coherent. Answer coherent or incoherent. | incoherent | Cross-silo collapse signature. | system_strain | Synthetic |
SYS-003 | healthcare-system-flow-coherence-index-v0.1 | 2,023 | US | acute | 3 | 90 | 2 | 14 | medium | 6 | 4 | Moderate load with manageable diagnostics and staffing. | Is system flow coherent. Answer coherent or incoherent. | coherent | System holding. | stable_system | Synthetic |
SYS-004 | healthcare-system-flow-coherence-index-v0.1 | 2,023 | US | acute | 8.2 | 97 | 8 | 30 | high | 15 | 18 | ED boarding and ICU queue with staff gaps. | Is system flow coherent. Answer coherent or incoherent. | incoherent | Convergent failure. | system_strain | Synthetic |
SYS-005 | healthcare-system-flow-coherence-index-v0.1 | 2,022 | EU | hospital | 2.5 | 86 | 1 | 10 | low | 3 | 2 | Buffers intact across flows. | Is system flow coherent. Answer coherent or incoherent. | coherent | Healthy coupling. | stable_system | Synthetic |
SYS-006 | healthcare-system-flow-coherence-index-v0.1 | 2,022 | EU | hospital | 7.6 | 96 | 6 | 26 | medium | 12 | 14 | High bed occupancy and discharge delay with growing backlog. | Is system flow coherent. Answer coherent or incoherent. | incoherent | Pre-collapse pattern. | system_strain | Synthetic |
SYS-007 | healthcare-system-flow-coherence-index-v0.1 | 2,021 | UK | hospital | 3.4 | 91 | 2 | 16 | medium | 7 | 5 | Winter pressure but controlled. | Is system flow coherent. Answer coherent or incoherent. | coherent | Within limits. | stable_system | Synthetic |
SYS-008 | healthcare-system-flow-coherence-index-v0.1 | 2,021 | UK | hospital | 8.8 | 99 | 9 | 34 | high | 16 | 20 | Winter surge overwhelms throughput. | Is system flow coherent. Answer coherent or incoherent. | incoherent | System breach. | system_strain | Synthetic |
SYS-009 | healthcare-system-flow-coherence-index-v0.1 | 2,020 | Global | hospital | 4 | 92 | 3 | 18 | medium | 8 | 6 | Surge managed with mitigations. | Is system flow coherent. Answer coherent or incoherent. | coherent | Stabilised despite load. | stable_system | Synthetic |
SYS-010 | healthcare-system-flow-coherence-index-v0.1 | 2,020 | Global | hospital | 10 | 100 | 12 | 40 | high | 20 | 30 | Acute system overload across all indicators. | Is system flow coherent. Answer coherent or incoherent. | incoherent | Full collapse signature. | system_strain | Synthetic |
What this repo is for
Give leaders a single early warning signal for hospital-wide flow collapse.
Tracks the coupling between:
ED delay
bed occupancy
ICU queue pressure
discharge delays
diagnostic backlog
staffing gaps
elective cancellations
Use it to detect cross-silo failure before it becomes a declared operational emergency.
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