HHS · no agency ID · record R0663

Automating LIMS Bioinformatics Workflow Configuration and Enhancing Lab Quality Management with AI

Department of Health and Human Services · HHS/CDC

Overview

Development stage: PilotSource: b) Pilot – The use case has been deployed in a limited test or pilot capacity.
High-impact designation: Not high-impactSource: c) Not high-impact
Impact justification: Not reported
Start date: 2024-01 (month precision)Source: Jan-24
Withheld from public reporting: NoSource: a) No

Mission

Topic area: Administrative Functions
Operational functions: Search and knowledge retrieval Derived by keyword rules; see methodology

Problem the AI is intended to solve

Configuring and customizing bioinformatics workflows in Clarity LIMS is time-consuming and requires specialized expertise. The AI tool automates this process, enabling rapid deployment and lowering the barrier for laboratory staff. It also improves access to quality management and regulatory documentation.

Expected benefits

The system can reduce the time required to configure Clarity LIMS workflows, enable rapid deployment during outbreaks, lower the expertise needed for workflow customization, and enhance team learning and training by providing easy access to relevant documentation and best practices.

System outputs

The AI system converts natural language lab protocols into precise XML workflows compatible with Clarity LIMS and serves as an interactive knowledge base for laboratory quality management and regulatory documentation.

Technology

AI classification: Generative AISource: Generative AI: AI that generates new or synthetic content (e.g., images, videos, audio, text, code).
System name(s): Not reported
Custom-developed code: No
Public source code: Not reported

Sourcing

How it was built: Developed in-houseSource: b) Developed in-house
Vendor (as reported): Not reported
Vendors (standardized): None on the standard list

A vendor is the supplier named by the agency. It does not identify the underlying model or AI technology.

Data and privacy

Involves PII: No
Privacy Impact Assessment: Not reported
Authorization to Operate: No
Demographic features: k) None of the above
Training and evaluation data: Not reported
Federal Data Catalog: Not reported

Governance

0 of 8 minimum-practice questions answered. A blank answer means the agency reported nothing; it does not mean the practice is absent.

Pre-deployment testingNo answer reported

AI impact assessmentNo answer reported

Independent reviewNo answer reported

Ongoing monitoringNo answer reported

Operator trainingNo answer reported

Fail-safeNo answer reported

Appeal processNo answer reported

User and public consultationNo answer reported

Potential impacts and how they were identified

Not reported