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04 / Prediction/ Backend integration

Failure prediction

Prepare a sensor row for inference against a selected model artifact.

API DATAUCI APS / persisted backend records

Last updated

Persisted backend prediction state

Primary operational workspace / backend inference

Registry safeguard: Unpromoted candidate

01 / Inference Configuration

Inference Artifact & Operating Point

Unpromoted Candidate (Gated)

Model Artifact

CatBoost / 1.0.0 (Validation Candidate)

experiment:phase9-final-validation-candidate

Frozen Threshold

11.5% (0.115)

Cost-optimal

Calibration

Isotonic

Probability mapped

Feature Schema

170 sensors

APS specification

Lifecycle State

Gated (0 promotions)

Candidate model is unapproved (promotions: 0). Production promotion required for live inference.

Lifecycle Safeguard Active

Candidate model is unapproved (promotions: 0). Production promotion required for live inference.

Sensor form entry and batch CSV validation are active for exploration. Live inference is blocked by backend registry safeguards.

Promotion Required
Active reference: experiment:phase9-final-validation-candidate

02 / Sensor configuration

Enter sensor readings across 170 features.

Navigate groups or search by sensor ID. Blank values are sent as null; valid zeros (0) are preserved.

Canonical fallback (170 features)Inference Gated
Total features170
Populated0
Missing (null)170
Invalid values0
Fill rate0.0%
Prefix Navigator (107 groups)Click prefix to view inputs

Prefix group: AA

1 sensor feature(s) · 0 set · 1 missing

null
0 / 170 populated(170 missing nulls)Inference Gated

Safeguard active: Candidate models are unapproved (promotions: 0). Submissions remain gated by backend policy.

Prediction result pending (Inference Gated)

Candidate evaluation model is unapproved (promotions: 0). Live prediction is gated by backend registry safeguards. Sensor inputs and batch CSVs can be verified in Stage 2.

07 / Prediction history

Keep the decision trail reviewable.

Search and filter historical predictions, inspect an individual row, or export the current view as CSV.

0 records in current view
Prediction IDModelClassThresholdStatus
No predictions match the current filters.

Prediction workspace / end of view

Inference is gated by the backend registry and does not create a result when unavailable.

Back to model selection
APS Intelligence / industrial failure prediction & reliability analyticsScania APS / persisted backend data