Billing Claims Prediction

Overview

Development stage

In development or acquisitionSource: a) Pre-deployment – The use case is in a development or acquisition status.

High-impact designation

High-impactSource: a) High-impact

Impact justification

Not reported

Start date

Not reported

Withheld from public reporting

Not reported

Mission

Topic area

Other

Operational functions

Forecasting and prediction, Clinical and medical Derived by keyword rules; see methodology

Problem the AI is intended to solve

The AI solution is designed to help the VHA Office of Finance, Revenue Operations in several ways: Identify missed revenue opportunities, ensuring no income potential is lost. Highlight, predict and analyze trends in actionable denials, helping to resolve systemic issues. Reduce the administrative burden on staff by simplifying processes. Develop a national denial management analytics platform for consistent and effective financial operations across the VA healthcare network.

Expected benefits

Increased revenue, decrease in denials, and increase efficiency and staff satisfaction.

System outputs

Predictions: ex. Forecasts about future events or trends based on historical data, such as predicting patient readmission rates or financial performance. Trends and insights: ex. Providing analysis and visualization of trends over time, such as tracking billing errors. Recommendations ex. Offering suggestions based on data analysis, such as recommending treatment plans for patients or optimizing resource allocation Visibility of analytics Automated actions: ex. Performing tasks automatically based on AI analysis, such as automating denial management processes or patient appointment scheduling.

Technology

AI classification

Classical / predictive MLSource: Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relatio…

System name(s)

Not reported

Custom-developed code

Not reported

Public source code

Not reported

Sourcing

How it was built

Not reported

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

Not reported

Privacy Impact Assessment

Not reported

Authorization to Operate

Not reported

Demographic features

Not reported

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.

Potential impacts and how they were identified

Not reported