> ## Documentation Index
> Fetch the complete documentation index at: https://medlogprotocol.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Deployments

> Four clinical deployments monitored with MedLog.

We evaluate MedLog across four clinical deployments spanning intensive care monitoring, infectious
disease severity prediction, hospital quality reporting, and patient attendance prediction.

MedLog makes model behavior visible in practice. It reveals patterns that offline evaluation does not
capture, including temporal failure modes, workflow-dependent variability, interactions between model
outputs and clinician behavior, and performance degradation during severe weather events.

<CardGroup cols={2}>
  <Card title="Bern, Switzerland" icon="heart-pulse">
    A prospective three-month pilot monitoring the BEACON early-warning model in the ICU at the
    University Hospital of Bern, generating early warnings of circulatory and respiratory failure.
  </Card>

  <Card title="Ho Chi Minh City, Vietnam" icon="watch">
    Monitoring an AI model that predicts tetanus progression from wearable physiological waveforms at the
    Hospital for Tropical Diseases.
  </Card>

  <Card title="San Diego, USA" icon="file-medical">
    Logging a deployed LLM system for automated SEP-1 sepsis quality reporting at UC San Diego Health.
  </Card>

  <Card title="New York, USA" icon="calendar-check">
    Population-scale monitoring of a patient-attendance prediction model across the Mount Sinai Health
    System.
  </Card>
</CardGroup>

| Location                   | Duration | Number of patients                    | Median age (IQR)      | No. MedLog records |
| -------------------------- | -------- | ------------------------------------- | --------------------- | -----------------: |
| Bern, Switzerland          | 114 days | 212 (148 M, 64 F)                     | 68.00 (55.80 – 77.00) |            223,840 |
| Ho Chi Minh City, Vietnam  | 289 days | 15 (14 M, 1 F)                        | 49.94 (47.03 – 60.54) |              3,406 |
| San Diego, California, USA | 89 days  | 60 (28 M, 32 F)                       | 64.00 (54.00 – 71.25) |              3,766 |
| New York, New York, USA    | 244 days | 791,319 (324,294 M, 466,626 F, 399 O) | 54.00 (36.00 – 68.00) |          2,914,264 |