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WESTGARD & AI QUALITY CONTROL

AI Delta Checks & Westgard QC Automation Software

Automated Westgard multirules (1-2s, 1-3s, 2-2s, R-4s), Levey-Jennings visual charts, and patient historical delta checks for clinical labs.

WESTGARD & AI QUALITY CONTROL

Automated Westgard Multirule Evaluation & Patient Delta Checks

AILS Cloud LIMS replaces manual quality control paper logs with real-time statistical evaluation. Evaluates incoming analyzer control runs against standard Westgard multirules, auto-plots Levey-Jennings charts, and performs intelligent patient historical delta checks to flag pre-analytical specimen errors.

Westgard Multirule Evaluation and Levey-Jennings Dashboard
ACCORDING TO ISO 15189 STANDARDS

Supported Westgard Multirules Engine

1-2s Rule (Warning)

Warning Threshold

Triggers a soft warning when a single QC value exceeds 2 standard deviations from the lot mean.

1-3s Rule (Rejection)

Random Error Trigger

Rejects run when a single value exceeds 3 standard deviations. Immediately blocks analyzer result release.

2-2s Rule (Systematic)

Systematic Error

Triggers when 2 consecutive control runs exceed +2s or -2s, indicating reagent degradation or calibration drift.

R-4s Rule (Range)

Random Variance

Triggers when 1 control in a run exceeds +2s and another exceeds -2s, detecting high random dispersion.

4-1s & 10-x Rules

Trend & Shift Detection

Identifies 4 consecutive runs exceeding 1s or 10 consecutive runs falling on one side of the mean.

Patient Delta Checks

Specimen Error Guard

Compares current results against historical patient baseline values to instantly flag IV fluid contamination or sample mix-ups.

Automate Quality Control & Accreditation Audits Today

Ensure 100% compliance with ISO 15189, CAP, and NABL quality management standards with automated Levey-Jennings tracking.