uid stringclasses 10
values | dataset_id stringclasses 1
value | year int64 2.02k 2.02k | country stringclasses 4
values | setting stringclasses 1
value | slots_planned stringclasses 2
values | patients_booked stringclasses 2
values | patients_arrived stringclasses 2
values | clinician_available stringclasses 2
values | visit_length_realistic stringclasses 2
values | followups_scheduled stringclasses 2
values | 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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
OP-TR-001 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,024 | UK | clinic | yes | yes | yes | yes | yes | yes | Slots matched demand and clinician present. | Is clinic utilization coherent. Answer coherent or incoherent. | coherent | Schedule aligned. | stable_flow | Synthetic |
OP-TR-002 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,024 | UK | clinic | no | no | no | no | no | no | Overbooked and clinician absent. | Is clinic utilization coherent. Answer coherent or incoherent. | incoherent | Backlog risk. | delay_risk | Synthetic |
OP-TR-003 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,023 | US | clinic | yes | yes | yes | yes | yes | yes | Visits realistic length. | Is clinic utilization coherent. Answer coherent or incoherent. | coherent | Throughput stable. | stable_flow | Synthetic |
OP-TR-004 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,023 | US | clinic | no | no | no | no | no | no | No-show surge and no buffer. | Is clinic utilization coherent. Answer coherent or incoherent. | incoherent | Idle and backlog mix. | delay_risk | Synthetic |
OP-TR-005 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,022 | EU | clinic | yes | yes | yes | yes | yes | yes | Follow-ups scheduled. | Is clinic utilization coherent. Answer coherent or incoherent. | coherent | Continuity maintained. | stable_flow | Synthetic |
OP-TR-006 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,022 | EU | clinic | no | no | no | no | no | no | Clinician double-booked. | Is clinic utilization coherent. Answer coherent or incoherent. | incoherent | Overrun risk. | delay_risk | Synthetic |
OP-TR-007 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,021 | UK | clinic | yes | yes | yes | yes | yes | yes | Balanced list. | Is clinic utilization coherent. Answer coherent or incoherent. | coherent | Flow stable. | stable_flow | Synthetic |
OP-TR-008 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,021 | UK | clinic | no | no | no | no | no | no | Slots unrealistic. | Is clinic utilization coherent. Answer coherent or incoherent. | incoherent | Cascade delays. | delay_risk | Synthetic |
OP-TR-009 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,020 | Global | clinic | yes | yes | yes | yes | yes | yes | Virtual slots aligned. | Is clinic utilization coherent. Answer coherent or incoherent. | coherent | Virtual flow stable. | stable_flow | Synthetic |
OP-TR-010 | healthcare-outpatient-clinic-slot-utilization-coherence-risk-v0.1 | 2,020 | Global | clinic | no | no | no | no | no | no | Virtual overbooking. | Is clinic utilization coherent. Answer coherent or incoherent. | incoherent | Missed consult risk. | delay_risk | Synthetic |
What this repo is for
Detect outpatient scheduling breakdown before backlogs form.
Tracks alignment between clinic slots, clinician availability, visit duration, and patient arrival.
Helps systems prevent long waits, idle time, and lost throughput.
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