Medical Expense Insurance Denial and Appeal Q&A Dataset

#Open-book question answering #Retrieval-augmented question answering #Evidence retrieval #Answer attribution #Insurance customer service #Claims assistance #Appeal guidance #Insurance knowledge bases

Records: 6690
Size: 0.4GB
Format: JSON
Provider: MOBIUSI INC
Updated: v1.02026-11-04

AI Analysis & Value Prop

This dataset covers common reasons for denied medical expense insurance claims, review and appeal procedures, required submission materials, and applicable deadlines, with answers grounded in policy terms and claims-process documents. Each example can include a question, source material, a supported answer, the denial reason, action steps, required materials, deadlines, and citations, making it suitable for building and evaluating traceable insurance Q&A systems. It is designed to support rule retrieval and evidence-based open-book answering in retrieval-augmented generation workflows.

Overview

Dataset Insights

Preview

Sample Examples

sample.json

{}

Schema

Technical Specifications

Field	Type	Description
file_name	string	File name
answer	string	A direct answer supported by the provided source material.
question	string	The user's question about a denied medical insurance claim or its review or appeal process.
citations	array	References identifying the source passages that support the answer and related instructions.
appeal_steps	array	The ordered actions a claimant should take to request a review or appeal the denial.
denial_reason	string	The reason for denial addressed by the question and answer, as stated or supported by the source material.
source_material	string	Policy terms, claims-process content, or relevant excerpts used as evidence for the answer.
appeal_deadlines	array	Applicable time limits and the events or conditions that determine when they apply.
required_materials	array	Documents or information identified by the source material as necessary for a review or appeal.

Trust

Compliance Statement

Authorization Type

Proprietary - Commercial AI Training License (No Redistribution)

Commercial Use

Requires exclusive subscription or authorization contract (monthly or per-invocation charging)

Privacy and Anonymization

No PII, no real company names, simulated scenarios follow industry standards

Compliance System

Compliant with China's Data Security Law / EU GDPR / supports enterprise data access logs

FAQ

Frequently Asked Questions

What does the dataset cover?: It covers questions about denied medical expense insurance claims, including denial reasons, review or appeal steps, required submission materials, and relevant deadlines. Examples include source material and answers grounded in that material.

How can the dataset support Q&A evaluation?: Examples include questions, source material, and supported answers. Additional fields may identify denial reasons, appeal steps, required materials, deadlines, and citations, enabling evaluation of rule retrieval and traceable, evidence-based responses.

Which use cases is the dataset suited for?: It is suited for insurance customer-service assistance, claims inquiries, denial review and appeal guidance, and training or evaluating retrieval-augmented Q&A systems focused on medical expense insurance.

How can I obtain the dataset, and what are the licensing terms?: Refer to the dataset product page or accompanying agreement for the delivery format, access method, and license scope. Before commercial deployment or redistribution, verify the license terms and any restrictions on the source materials.

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Cite this Work

@dataset{Mobiusi2026,
  title={Medical Expense Insurance Denial and Appeal Q&amp;A Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/f05eb2eaa9308bc503727ca0022c2949?dataset_scene_id=3},
  urldate={2026-10-22},
  keywords={medical insurance denial dataset,medical expense insurance Q&amp;A,insurance claim appeals,claim denial reasons,claims review process,open-book insurance QA,RAG evaluation dataset,insurance knowledge retrieval},
  version={1.0}
}

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Scene

Domain

Modality

Task

Medical Expense Insurance Denial and Appeal Q&amp;A Dataset