Head and Neck Surgery Plan Constraint Verification Benchmark

#surgical plan verification #clinical constraint checking #safety violation detection #head and neck surgery planning #surgical safety assessment #clinical protocol compliance verification

5210
0.4GB
JSON
CATL
MOBIUSI INC

Updated:2026-11-02

AI Analysis & Value Prop

This benchmark organizes head and neck surgical cases, proposed plans, and related constraints in JSON, covering anatomical structures, laterality, oncologic requirements, and perioperative safety. Each record labels whether individual constraint categories and the plan as a whole are satisfied, with specific violations and supporting rationale. It supports evaluation of models that validate structured surgical plans, as well as research on verification workflows and structured reasoning; it is not a substitute for clinical judgment.

Dataset Insights

Sample Examples

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Technical Specifications

Field	Type	Description
file_name	string	File name
source_record	object	The original JSON record containing the head and neck surgical case, proposed surgical plan, and stated constraints.
violation_details	array	Specific violations identified during validation, including the violated constraint and how the plan conflicts with it.
validation_rationale	string	A concise explanation supporting the constraint satisfaction labels and identified violations.
all_constraints_satisfied	boolean	Whether every evaluated anatomical, laterality, oncologic, and perioperative safety constraint is satisfied.
oncologic_constraints_satisfied	boolean	Whether the proposed surgical plan satisfies the documented oncologic requirements and restrictions.
anatomical_constraints_satisfied	boolean	Whether the proposed surgical plan satisfies the documented anatomical constraints.
laterality_constraints_satisfied	boolean	Whether the proposed surgical plan uses the correct anatomical side or sides as specified by the case constraints.
perioperative_safety_constraints_satisfied	boolean	Whether the proposed surgical plan satisfies the documented perioperative safety constraints.

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?: Each JSON record presents a head and neck surgical case, a proposed plan, and its documented constraints. Labels indicate whether anatomical, laterality, oncologic, perioperative safety, and overall constraints are satisfied, with violation details and validation rationale.

How can the dataset be used for model evaluation?: Use it to assess whether a model can check a surgical plan against stated constraints, identify specific conflicts, and produce conclusions consistent with the labels. It is suited to structured-output evaluation, constraint reasoning tests, and medical AI benchmark research.

Is this dataset intended for clinical decision-making?: The dataset is intended for model evaluation and research, not as the sole basis for diagnosis, treatment, or surgical decisions. Real-world clinical use requires review by qualified healthcare professionals using the complete patient record.

How can I access the data, and what are the licensing terms?: Refer to the access method, dataset documentation, and license terms on the current product page. Before use, confirm the permitted scope, attribution requirements, and whether redistribution or commercial use is allowed.

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Cite this Work

@dataset{Mobiusi2026,
  title={Head and Neck Surgery Plan Constraint Verification Benchmark},
  author={MOBIUSI INC},
  year={2026},
  url={https://www.mobiusi.com/datasets/2e2885b1268e59c8db8a7f49872eca4f?dataset_scene_id=4},
  urldate={2026-10-22},
  keywords={head and neck surgery dataset,surgical plan verification,medical constraint validation,anatomical constraint evaluation,laterality detection,oncologic constraints,perioperative safety,medical AI benchmark},
  version={1.0}
}

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