Community Health Program Plan Constraint Validation Benchmark

#constraint verification #resource allocation assessment #plan feasibility evaluation #community health program planning #public health resource allocation #healthcare accessibility assessment

5000
0.2GB
JSON
CATL
MOBIUSI INC

Updated:2026-10-19

AI Analysis & Value Prop

Structured JSON cases represent community health program plans, applicable rules, and available resources, covering key conditions such as service coverage targets, staff capabilities, budgets, service areas, and accessibility. Each case indicates whether a plan satisfies the constraints and records specific conflict categories with supporting evidence. The benchmark supports evaluation of constraint reasoning, compliance assessment, and conflict identification, as well as comparisons between models and validation of public health planning tools.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
case_input	object	The original JSON input containing the program plan, applicable rules, and available resources.
is_compliant	boolean	Whether the program plan satisfies all applicable coverage, staffing, budget, geographic, and accessibility constraints.
conflict_items	array	Specific constraints violated by the plan, with the relevant category and evidence. This array is empty when no conflicts are found.
validation_summary	string	A concise summary of the assessment and the principal reasons for the compliance result.

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 benchmark contain?: Each JSON case provides a community health program plan, applicable rules, and available resources, with labels for compliance status, specific violated constraints, and a validation summary. Conditions include service coverage targets, staff capabilities, budgets, service areas, and accessibility.

Which capabilities can it evaluate?: It can assess whether models can reason over multiple planning constraints, verify compliance, classify outcomes, identify conflicts, and summarize the evidence behind a decision. It can also support comparisons between models and evaluations of planning tools.

What information is available about dataset size and quality?: The provided specification defines the JSON fields and label meanings, but does not state the number of cases or the available splits. Confirm the delivered volume, version, field conventions, and validation process in the product details or delivery materials.

How can I obtain it, and where can I check the license?: Use the delivery channel specified on the product page or platform, and follow the license terms listed there. Before commercial deployment, redistribution, or use involving sensitive information, verify the permitted scope and applicable data governance requirements.

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Cite this Work

@dataset{Mobiusi2026,
  title={Community Health Program Plan Constraint Validation Benchmark},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/a8375aafa602dc532c555bb6b77283b1},
  urldate={2026-10-13},
  keywords={community health benchmark,plan constraint validation,public health planning evaluation,healthcare resource allocation,service coverage analysis,compliance assessment data,constraint reasoning benchmark,conflict identification evaluation},
  version={1.0}
}

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