uid stringclasses 10
values | dataset_id stringclasses 1
value | year int64 2.02k 2.02k | country stringclasses 4
values | hospital_type stringclasses 2
values | roster_matches_acuity stringclasses 2
values | skill_mix_ok stringclasses 2
values | sickness_cover_ok stringclasses 2
values | agency_use_trend stringclasses 2
values | overtime_trend stringclasses 3
values | escalation_timely 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 3
values | source_citation stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ST-TR-001 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,024 | UK | acute | yes | yes | yes | stable | low | yes | Roster matches acuity and skill mix. | Is staffing roster coherent. Answer coherent or incoherent. | coherent | Staffing aligned with demand. | safe_staffing | Synthetic |
ST-TR-002 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,024 | UK | acute | no | no | no | rising | high | no | Short staffing and agency surge. | Is staffing roster coherent. Answer coherent or incoherent. | incoherent | Coverage gaps. | safety_risk | Synthetic |
ST-TR-003 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,023 | US | teaching | yes | yes | yes | stable | low | yes | Skill mix correct and cover arranged. | Is staffing roster coherent. Answer coherent or incoherent. | coherent | Stable staffing. | safe_staffing | Synthetic |
ST-TR-004 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,023 | US | teaching | no | no | no | rising | medium | no | Skill gaps and sickness uncovered. | Is staffing roster coherent. Answer coherent or incoherent. | incoherent | Mismatch and strain. | safety_risk | Synthetic |
ST-TR-005 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,022 | EU | acute | yes | yes | yes | stable | low | yes | Agency use low and stable. | Is staffing roster coherent. Answer coherent or incoherent. | coherent | Balanced roster. | safe_staffing | Synthetic |
ST-TR-006 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,022 | EU | acute | no | no | no | rising | high | no | Overtime and agency rising. | Is staffing roster coherent. Answer coherent or incoherent. | incoherent | Fatigue risk. | fatigue_risk | Synthetic |
ST-TR-007 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,021 | UK | acute | yes | yes | yes | stable | low | yes | Winter surge covered early. | Is staffing roster coherent. Answer coherent or incoherent. | coherent | Adaptive staffing. | safe_staffing | Synthetic |
ST-TR-008 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,021 | UK | acute | no | no | no | rising | high | no | Winter shortages and overtime. | Is staffing roster coherent. Answer coherent or incoherent. | incoherent | Late escalation. | safety_risk | Synthetic |
ST-TR-009 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,020 | Global | acute | yes | yes | yes | stable | medium | yes | Redeployment balances load. | Is staffing roster coherent. Answer coherent or incoherent. | coherent | Capacity adjusted. | safe_staffing | Synthetic |
ST-TR-010 | healthcare-staffing-roster-coherence-risk-v0.1 | 2,020 | Global | acute | no | no | no | rising | high | no | Pandemic shortages. | Is staffing roster coherent. Answer coherent or incoherent. | incoherent | System strain. | safety_risk | Synthetic |
What this repo is for
detect staffing shortfalls early
prevent unsafe ratios
manage agency reliance
reduce overtime fatigue
support workforce planning
- Downloads last month
- 11