Workspace

Trends & forecasts

Model failure risk, battery fade, and workload so teams can plan ahead.

Model v2.6.1
Hazard horizon

Refresh: Daily 06:12 UTC · Default planning horizon

High-risk devices

441

Model score

Forecast horizon

30D

Default

Model refresh

Daily

Auto

Accuracy

0.81

AUC proxy

High-risk devices — ranked

AI-assisted operational insight

Model-ranked failure risk (0–1); filter to focus triage.

Score

  • TempGuard Pro

    DEV-9022

    Battery fade curve · excursion rate vs pharmacy SOP

    0.91Critical

    Battery: −4.2% cap / mo

  • Baxter Spectrum IQ Infusion Pump

    DEV-3312

    Motor hours · Wi‑Fi RSSI variance · alert burst index

    0.84Elevated

    Battery: −2.8% / mo

  • Capsule Neuron 2

    DEV-5510

    Sync gap entropy · VLAN handoff failures

    0.79Elevated

  • Siemens MAGNETOM Vida

    DEV-1088

    Cryogen model residual · vibration HF energy

    0.72Elevated

  • Philips IntelliVue MX800

    DEV-2041

    NIBP motor duty cycle · lead impedance drift

    0.68Elevated

    Battery: −1.1% / mo

  • GE Revolution Apex CT

    DEV-4401

    Tube scan-hours vs cooling duty · heat-soak index

    0.61Watch

  • Maquet Servo-air Ventilator

    DEV-0892

    O₂ sensor delta · high-flow duty hours

    0.58Watch

  • Roche cobas interface

    DEV-6120

    HL7 error slope · queue depth autocorr

    0.55Watch

  • Eaton 9PX UPS

    DEV-8891

    Battery impedance spread · self-test deferrals

    0.52Watch

    Battery: String 2 aging

  • Maxtec O2 analyzer

    DEV-7734

    Calibration drift · bench vs bedside delta

    0.48Watch

Predicted corrective events

AI-assisted operational insight

Poisson–gamma blend on telemetry features — 90% posterior bands.

Hazard index · 30d resolution

Uptick mid-series reflects scheduled vendor windows and census overlay — not a model fault.

Battery fade — fleet cohorts

AI-assisted operational insight

Rolling 90d regression on effective capacity; used as a prior in device risk scores.

  • Telemetry patches · ICU−2.1% / mo · health 78%

    2023 cell batch — plan swap Q3

  • Infusion fleet (wireless)−2.8% / mo · health 71%

    Correlated with high-traffic pods

  • Portable patient monitors−1.3% / mo · health 84%

    Within expected decay

  • Temp probes · cold chain−3.6% / mo · health 62%

    Probe flex fatigue cluster

Workload forecast

AI-assisted operational insight

Predicted corrective labor for 30d vs staffed capacity — peak week Apr 7–13.

Predicted hours416h / 520h cap

Baseline trend 380h — add 36h vs last horizon for same cohort.

Overtime risk

Medium

Contractor lift

+32h