High-Deductible Health Plan Document Evidence Sufficiency Dataset

#evidence sufficiency assessment #plan claim verification #coverage applicability judgment #health insurance plan verification #employee benefits compliance #insurance document auditing

9000
0.4GB
JSON
CATL
MOBIUSI INC

Updated:2026-11-05

AI Analysis & Value Prop

This dataset organizes claims and supporting text evidence from high-deductible health plan documents, benefit explanations, and related legal documents. Topics include deductibles, cost sharing, covered services, and exclusions, with annotations indicating whether evidence supports or contradicts a claim, whether it is sufficient to reach a judgment, and what plan, service, or time period it applies to. Use it to train and evaluate health plan provision verifiers for evidence assessment, scope recognition, and rationale generation.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
claim_text	string	The claim about a plan term, such as a deductible, cost-sharing requirement, covered service, or exclusion.
document_context	string	Relevant surrounding text or source context from the plan document, benefits explanation, or related legal document.
evidence_excerpt	string	The verbatim or faithfully transcribed passage offered as evidence for or against the claim.
evidence_relation	string	The assessed relationship between the cited evidence and the claim.
applicability_scope	string	A concise description of relevant scope conditions, such as plan option, coverage tier, effective period, service type, or participant eligibility.
assessment_rationale	string	A concise explanation citing how the evidence supports, contradicts, or fails to resolve the claim and any relevant applicability limitations.
sufficiency_judgment	string	The annotation indicating whether the evidence sufficiently supports the claim, sufficiently contradicts it, or is insufficient to determine the claim.
applicability_judgment	string	Whether the evidence applies to the plan, person, service, time period, or other scope stated in the claim.

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

Frequently Asked Questions

What does the dataset contain?: It organizes claims and text evidence from documents related to high-deductible health plans. Topics include deductibles, cost sharing, covered services, and exclusions, with annotations for evidence judgments, claim-evidence relationships, and applicability scope.

How is evidence sufficiency assessed?: Annotations distinguish evidence that sufficiently supports a claim, sufficiently contradicts it, or is insufficient to determine it. Applicability judgments, scope information, and assessment rationales help explain the basis and limitations of each conclusion.

Which tasks is the dataset suitable for?: It can support training and evaluation of health plan provision verifiers, including evidence sufficiency classification, claim checking, evidence relation recognition, and applicability assessment across plans, services, and effective periods.

How can I obtain the dataset, and what are the licensing terms?: Refer to the product page for available access methods, delivery specifications, and the applicable license. Before use, confirm the permitted training, evaluation, or commercial uses; the subject matter alone does not establish rights to the source documents.

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Cite this Work

@dataset{Mobiusi2026,
  title={High-Deductible Health Plan Document Evidence Sufficiency Dataset},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/4c2b01bce39da6212d448b2aab9dbb86},
  urldate={2026-10-21},
  keywords={high-deductible health plans,health plan documents,benefit provision evidence,evidence sufficiency judgment,insurance provision verification,health insurance compliance,legal document analysis,claim evidence matching},
  version={1.0}
}

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