Preview Row 1
- ward_id
- WARD-01
- forecast_date
- 2026-04-02
- predicted_occupancy
- 20.00
- lower_ci_95
- 18.04
- upper_ci_95
- 21.96
- capacity_beds
- 28
- model_used
- auto.arima
- run_timestamp
- 2026-09-18T16:20:03
Bed Pressure Workspace
What Happens Next
Predictions
Breach risk, confidence, model cues, and forecast evidence before the chart.
Use Case Workspace
Bed Pressure Intelligence
A self-contained module for occupancy pressure, breach forecasting, trend evidence, operational decisions, and one-click provenance.
Pipeline 8m ago6/6 sources42/42 tests
Breach Risk Summary - Next 72 Hours
3 wards forecast to breach 90% occupancy
ICU-01 in 14h, Card-01 in 2.1d, Surg-02 in 3.4d. Confidence and model accuracy remain visible inline.
ARIMA(2,1,1)MAPE 4.2%6/6 tests
Breach Table
| Ward | Current | Peak | Breach In | Confidence | Trigger |
|---|---|---|---|---|---|
| ICU-01 | 97.3% | 101.2% | 14h | HIGH | Admissions over discharges |
| Card-01 | 93.1% | 96.4% | 2.1d | MEDIUM | Admission spike |
| Surg-02 | 91.0% | 93.2% | 3.4d | LOW | Trend rising |
| Med-01 | 84.2% | 82.1% | - | - | - |
Record Specificationoutput.forecast
Columns (8)
Source:output.forecast| Column | Type | Description |
|---|---|---|
ward_id | text | ward id column from output.forecast. |
forecast_date | date | forecast date column from output.forecast. |
predicted_occupancy | numeric | predicted occupancy column from output.forecast. |
lower_ci_95 | numeric | lower ci 95 column from output.forecast. |
upper_ci_95 | numeric | upper ci 95 column from output.forecast. |
capacity_beds | integer | capacity beds column from output.forecast. |
model_used | text | model used column from output.forecast. |
run_timestamp | timestamp without time zone | run timestamp column from output.forecast. |
Sample Data (3 rows)
Preview Row 2
- ward_id
- WARD-01
- forecast_date
- 2026-04-03
- predicted_occupancy
- 21.00
- lower_ci_95
- 19.04
- upper_ci_95
- 22.96
- capacity_beds
- 28
- model_used
- auto.arima
- run_timestamp
- 2026-09-18T16:20:03
Preview Row 3
- ward_id
- WARD-01
- forecast_date
- 2026-04-01
- predicted_occupancy
- 22.00
- lower_ci_95
- 20.04
- upper_ci_95
- 23.96
- capacity_beds
- 28
- model_used
- auto.arima
- run_timestamp
- 2026-09-18T16:20:03