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policies, and validation outcomes in structured JSON. It covers referrals that meet intake criteria as well as cases with missing information, policy conflicts, or triage mismatches. Labels for eligibility, triage alignment, missing requirements, and rule violations support evaluation of models' understanding and constraint reasoning for specialty clinic referrals. It is suitable for healthcare model benchmarking, rule validation, and referral workflow research.\u003C\u002Fp>","2026-10-12 18:19:08","2026-10-19 16:28:28","0.00",0,5000,"specialty referral dataset,referral intake rules,healthcare constraint reasoning,referral validation benchmark,specialty clinic intake,referral eligibility assessment,triage matching evaluation,medical JSON data","A structured specialty referral and intake policy benchmark with eligibility, triage, missing information, and rule conflict labels for evaluating healthcare AI","JSON","0.4GB","specialty referral management, referral intake compliance, clinical workflow validation","referral constraint verification, compliance classification, violation detection","V1.0","rivo\u002Fsample-packages\u002Fec7b871d-877c-4403-accf-26d651a1d91a\u002F20261012.zip",[583,588,594,599,604,610,616,621,626,631],{"id":572,"name":584,"field":585,"intro":586,"type":587},"File Name","file_name","File name","string",{"id":589,"name":590,"field":591,"intro":592,"type":593},8508,"Eligibility Result","is_eligible","Indicates whether the referral meets the specialty eligibility criteria based on the available information.","boolean",{"id":595,"name":596,"field":597,"intro":598,"type":593},8509,"Triage Match","triage_matches","Indicates whether the referral's urgency and care pathway match the specialty's triage requirements.",{"id":600,"name":601,"field":602,"intro":603,"type":587},8510,"Intake Decision","intake_decision","Recommended disposition of the referral based on the validation findings.",{"id":605,"name":606,"field":607,"intro":608,"type":609},8511,"Referral Record","referral_record","Submitted referral details, including clinical context and the requested specialty care.","object",{"id":611,"name":612,"field":613,"intro":614,"type":615},8512,"Rule Violations","rule_violations","Applicable policy rules that the referral fails to satisfy or conflicts with.","array",{"id":617,"name":618,"field":619,"intro":620,"type":609},8513,"Specialty Acceptance Policy","acceptance_policy","Intake requirements and applicable eligibility, exclusion, and triage rules for the requested specialty.",{"id":622,"name":623,"field":624,"intro":625,"type":587},8514,"Validation Status","validation_status","Overall outcome of checking the referral against the applicable intake policy.",{"id":627,"name":628,"field":629,"intro":630,"type":587},8515,"Validation Summary","validation_summary","A concise explanation of the validation outcome and recommended disposition.",{"id":632,"name":633,"field":634,"intro":635,"type":615},8516,"Missing Requirements","missing_requirements","Required information that is absent or insufficient in the referral.",[637,641,645,649],{"id":638,"question":639,"answer":640},6139,"What data does the benchmark include?","The structured JSON records include referral information, specialty intake policies, and validation outcomes. Labels cover eligibility, triage alignment, missing requirements, rule violations, and recommended intake decisions.",{"id":642,"question":643,"answer":644},6140,"Does the benchmark include only referrals that meet intake criteria?","No. It includes eligible cases as well as cases with missing information, conflicts with intake rules, or mismatched triage pathways, enabling evaluation across different validation outcomes.",{"id":646,"question":647,"answer":648},6141,"Which tasks is the benchmark suitable for?","It supports referral constraint verification, eligibility assessment, triage matching, missing requirement detection, and rule violation detection. It can also be used for healthcare model benchmarking and workflow research.",{"id":650,"question":651,"answer":652},6142,"How can I access the data and confirm its license?","Check the dataset product page for available formats, delivery options, and license terms. If usage rights, redistribution restrictions, or commercial use terms are not specified, confirm them with the provider before use.",[654,670,683],{"id":655,"relate_table":656,"relate_id":657,"file_size":572,"file_name":658,"path":8,"duration":572,"cate":483,"file_format":659,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":660,"cate_name":661,"is_eligible":662,"triage_matches":662,"intake_decision":663,"referral_record":664,"rule_violations":665,"acceptance_policy":666,"validation_status":667,"validation_summary":668,"missing_requirements":669},14916,"union_cubo",1112381651,"样例_3.json","json","{\"is_eligible\": \"false\", \"triage_matches\": \"false\", \"intake_decision\": \"redirect\", \"referral_record\": \"{\\\"patient_age\\\": 62, \\\"requested_specialty\\\": \\\"Gastroenterology\\\", \\\"referral_reason\\\": \\\"Evaluation of upper gastrointestinal bleeding symptoms.\\\", \\\"symptoms\\\": [\\\"Active vomiting of blood.\\\", \\\"Fainting episode reported today.\\\"], \\\"relevant_diagnoses\\\": [\\\"Upper gastrointestinal bleeding, under evaluation\\\"], \\\"prior_workup\\\": [\\\"Current recorded blood pressure is 84\u002F52 mmHg and pulse is 124 beats per minute.\\\"], \\\"urgency\\\": \\\"Routine\\\"}\", \"rule_violations\": \"[{\\\"rule\\\": \\\"Active hematemesis accompanied by syncope or hemodynamic instability is excluded from routine outpatient intake.\\\", \\\"explanation\\\": \\\"The referral documents active bleeding with a fainting episode and recorded vital signs that the policy identifies as incompatible with routine outpatient intake.\\\", \\\"evidence\\\": \\\"The referral reports active vomiting of blood, a fainting episode today, blood pressure of 84\u002F52 mmHg, and pulse of 124 beats per minute.\\\"}, {\\\"rule\\\": \\\"Active hematemesis with syncope or hemodynamic instability must be routed to immediate emergency assessment.\\\", \\\"explanation\\\": \\\"The stated routine urgency does not match the policy-required emergency pathway for the documented presentation.\\\", \\\"evidence\\\": \\\"The referral urgency is recorded as Routine despite active hematemesis, syncope, and the listed vital signs.\\\"}]\", \"acceptance_policy\": \"{\\\"specialty\\\": \\\"Gastroenterology\\\", \\\"required_information\\\": [\\\"Patient age\\\", \\\"Referral reason\\\", \\\"Description of bleeding symptoms\\\", \\\"Current vital signs\\\", \\\"Stated urgency\\\"], \\\"eligibility_criteria\\\": [\\\"Adults with upper gastrointestinal symptoms requiring specialist assessment may be considered for this outpatient service.\\\"], \\\"exclusion_criteria\\\": [\\\"Active hematemesis accompanied by syncope or hemodynamic instability is excluded from routine outpatient intake.\\\"], \\\"triage_requirements\\\": [\\\"Active hematemesis with syncope or hemodynamic instability must be routed to immediate emergency assessment rather than routine outpatient scheduling.\\\"]}\", \"validation_status\": \"triage_mismatch\", \"validation_summary\": \"The referral contains the required intake information, but its documented symptoms and vital signs trigger the policy's exclusion and emergency-triage rule. It is not eligible for routine outpatient intake and should be redirected to the specified emergency pathway.\", \"missing_requirements\": \"[]\"}","文本","false","redirect","{\"patient_age\": 62, \"requested_specialty\": \"Gastroenterology\", \"referral_reason\": \"Evaluation of upper gastrointestinal bleeding symptoms.\", \"symptoms\": [\"Active vomiting of blood.\", \"Fainting episode reported today.\"], \"relevant_diagnoses\": [\"Upper gastrointestinal bleeding, under evaluation\"], \"prior_workup\": [\"Current recorded blood pressure is 84\u002F52 mmHg and pulse is 124 beats per minute.\"], \"urgency\": \"Routine\"}","[{\"rule\": \"Active hematemesis accompanied by syncope or hemodynamic instability is excluded from routine outpatient intake.\", \"explanation\": \"The referral documents active bleeding with a fainting episode and recorded vital signs that the policy identifies as incompatible with routine outpatient intake.\", \"evidence\": \"The referral reports active vomiting of blood, a fainting episode today, blood pressure of 84\u002F52 mmHg, and pulse of 124 beats per minute.\"}, {\"rule\": \"Active hematemesis with syncope or hemodynamic instability must be routed to immediate emergency assessment.\", \"explanation\": \"The stated routine urgency does not match the policy-required emergency pathway for the documented presentation.\", \"evidence\": \"The referral urgency is recorded as Routine despite active hematemesis, syncope, and the listed vital signs.\"}]","{\"specialty\": \"Gastroenterology\", \"required_information\": [\"Patient age\", \"Referral reason\", \"Description of bleeding symptoms\", \"Current vital signs\", \"Stated urgency\"], \"eligibility_criteria\": [\"Adults with upper gastrointestinal symptoms requiring specialist assessment may be considered for this outpatient service.\"], \"exclusion_criteria\": [\"Active hematemesis accompanied by syncope or hemodynamic instability is excluded from routine outpatient intake.\"], \"triage_requirements\": [\"Active hematemesis with syncope or hemodynamic instability must be routed to immediate emergency assessment rather than routine outpatient scheduling.\"]}","triage_mismatch","The referral contains the required intake information, but its documented symptoms and vital signs trigger the policy's exclusion and emergency-triage rule. It is not eligible for routine outpatient intake and should be redirected to the specified emergency pathway.","[]",{"id":671,"relate_table":656,"relate_id":672,"file_size":572,"file_name":673,"path":8,"duration":572,"cate":483,"file_format":659,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":674,"cate_name":661,"is_eligible":675,"triage_matches":675,"intake_decision":676,"referral_record":677,"rule_violations":678,"acceptance_policy":679,"validation_status":680,"validation_summary":681,"missing_requirements":682},14915,381763182,"样例_2.json","{\"is_eligible\": \"true\", \"triage_matches\": \"true\", \"intake_decision\": \"request_more_information\", \"referral_record\": \"{\\\"patient_age\\\": 34, \\\"requested_specialty\\\": \\\"Neurology\\\", \\\"referral_reason\\\": \\\"Evaluation of recurrent headaches occurring several times a week for five months.\\\", \\\"symptoms\\\": [\\\"Gradual-onset episodic headaches, occurring about twice weekly for five months.\\\", \\\"No sudden onset, focal weakness, sensory loss, or loss of consciousness reported.\\\"], \\\"relevant_diagnoses\\\": [\\\"Recurrent headache\\\"], \\\"prior_workup\\\": [\\\"No prior preventive treatment or response is documented.\\\"], \\\"urgency\\\": \\\"Routine\\\"}\", \"rule_violations\": \"[{\\\"rule\\\": \\\"A neurologic examination must be documented for intake review.\\\", \\\"explanation\\\": \\\"The referral does not include examination findings, so this required information cannot be verified.\\\", \\\"evidence\\\": \\\"No neurologic examination is listed in the referral record or prior workup.\\\"}, {\\\"rule\\\": \\\"Prior headache treatments and response must be documented.\\\", \\\"explanation\\\": \\\"The referral does not provide a treatment history or response, leaving a required intake item incomplete.\\\", \\\"evidence\\\": \\\"The prior workup states that no prior preventive treatment or response is documented.\\\"}]\", \"acceptance_policy\": \"{\\\"specialty\\\": \\\"Neurology\\\", \\\"required_information\\\": [\\\"Patient age\\\", \\\"Headache frequency and duration\\\", \\\"Neurologic examination findings\\\", \\\"Prior headache treatments and response\\\"], \\\"eligibility_criteria\\\": [\\\"Adults with recurrent headaches lasting more than three months and no reported focal neurologic symptoms are eligible for routine assessment.\\\"], \\\"exclusion_criteria\\\": [\\\"Referrals for a condition already under active specialty management are not accepted for a new initial-assessment slot.\\\"], \\\"triage_requirements\\\": [\\\"Routine outpatient triage is appropriate for gradual, recurrent headaches without reported sudden onset, new focal deficit, or loss of consciousness.\\\", \\\"Those acute warning features require an urgent assessment pathway.\\\"]}\", \"validation_status\": \"insufficient_information\", \"validation_summary\": \"The reported duration and absence of acute warning features meet the stated eligibility and routine-triage criteria. Intake review is incomplete because the neurologic examination and treatment history are missing; request those details before disposition.\", \"missing_requirements\": \"[\\\"Neurologic examination findings\\\", \\\"Prior headache treatments and response\\\"]\"}","true","request_more_information","{\"patient_age\": 34, \"requested_specialty\": \"Neurology\", \"referral_reason\": \"Evaluation of recurrent headaches occurring several times a week for five months.\", \"symptoms\": [\"Gradual-onset episodic headaches, occurring about twice weekly for five months.\", \"No sudden onset, focal weakness, sensory loss, or loss of consciousness reported.\"], \"relevant_diagnoses\": [\"Recurrent headache\"], \"prior_workup\": [\"No prior preventive treatment or response is documented.\"], \"urgency\": \"Routine\"}","[{\"rule\": \"A neurologic examination must be documented for intake review.\", \"explanation\": \"The referral does not include examination findings, so this required information cannot be verified.\", \"evidence\": \"No neurologic examination is listed in the referral record or prior workup.\"}, {\"rule\": \"Prior headache treatments and response must be documented.\", \"explanation\": \"The referral does not provide a treatment history or response, leaving a required intake item incomplete.\", \"evidence\": \"The prior workup states that no prior preventive treatment or response is documented.\"}]","{\"specialty\": \"Neurology\", \"required_information\": [\"Patient age\", \"Headache frequency and duration\", \"Neurologic examination findings\", \"Prior headache treatments and response\"], \"eligibility_criteria\": [\"Adults with recurrent headaches lasting more than three months and no reported focal neurologic symptoms are eligible for routine assessment.\"], \"exclusion_criteria\": [\"Referrals for a condition already under active specialty management are not accepted for a new initial-assessment slot.\"], \"triage_requirements\": [\"Routine outpatient triage is appropriate for gradual, recurrent headaches without reported sudden onset, new focal deficit, or loss of consciousness.\", \"Those acute warning features require an urgent assessment pathway.\"]}","insufficient_information","The reported duration and absence of acute warning features meet the stated eligibility and routine-triage criteria. Intake review is incomplete because the neurologic examination and treatment history are missing; request those details before disposition.","[\"Neurologic examination findings\", \"Prior headache treatments and response\"]",{"id":684,"relate_table":656,"relate_id":685,"file_size":572,"file_name":686,"path":8,"duration":572,"cate":483,"file_format":659,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":687,"cate_name":661,"is_eligible":675,"triage_matches":675,"intake_decision":688,"referral_record":689,"rule_violations":669,"acceptance_policy":690,"validation_status":691,"validation_summary":692,"missing_requirements":669},14914,491492370,"样例_1.json","{\"is_eligible\": \"true\", \"triage_matches\": \"true\", \"intake_decision\": \"accept\", \"referral_record\": \"{\\\"patient_age\\\": 46, \\\"requested_specialty\\\": \\\"Endocrinology\\\", \\\"referral_reason\\\": \\\"Assessment of a thyroid nodule identified on examination.\\\", \\\"symptoms\\\": [\\\"Painless neck lump noted for six weeks.\\\", \\\"No difficulty swallowing or breathing reported.\\\"], \\\"relevant_diagnoses\\\": [\\\"Thyroid nodule, under evaluation\\\"], \\\"prior_workup\\\": [\\\"TSH result reported within the laboratory reference interval.\\\", \\\"Thyroid ultrasound reports a 1.4 cm right-lobe nodule and no suspicious cervical lymph nodes.\\\"], \\\"urgency\\\": \\\"Routine\\\"}\", \"rule_violations\": \"[]\", \"acceptance_policy\": \"{\\\"specialty\\\": \\\"Endocrinology\\\", \\\"required_information\\\": [\\\"Patient age\\\", \\\"Referral reason and symptom history\\\", \\\"TSH result\\\", \\\"Thyroid ultrasound report\\\"], \\\"eligibility_criteria\\\": [\\\"Adult patients with a documented thyroid nodule requiring specialist assessment are eligible.\\\"], \\\"exclusion_criteria\\\": [\\\"Known thyroid malignancy already managed by an oncology service is not accepted through this nodule intake pathway.\\\"], \\\"triage_requirements\\\": [\\\"Routine referrals are appropriate when there is no airway compromise or rapidly enlarging neck mass.\\\", \\\"Airway compromise or rapid enlargement requires an urgent pathway rather than routine scheduling.\\\"]}\", \"validation_status\": \"compliant\", \"validation_summary\": \"The referral documents an adult patient with a thyroid nodule, the required thyroid workup, and no reported airway symptoms. It meets the stated eligibility and routine-triage criteria, so it is accepted for intake.\", \"missing_requirements\": \"[]\"}","accept","{\"patient_age\": 46, \"requested_specialty\": \"Endocrinology\", \"referral_reason\": \"Assessment of a thyroid nodule identified on examination.\", \"symptoms\": [\"Painless neck lump noted for six weeks.\", \"No difficulty swallowing or breathing reported.\"], \"relevant_diagnoses\": [\"Thyroid nodule, under evaluation\"], \"prior_workup\": [\"TSH result reported within the laboratory reference interval.\", \"Thyroid ultrasound reports a 1.4 cm right-lobe nodule and no suspicious cervical lymph nodes.\"], \"urgency\": \"Routine\"}","{\"specialty\": \"Endocrinology\", \"required_information\": [\"Patient age\", \"Referral reason and symptom history\", \"TSH result\", \"Thyroid ultrasound report\"], \"eligibility_criteria\": [\"Adult patients with a documented thyroid nodule requiring specialist assessment are eligible.\"], \"exclusion_criteria\": [\"Known thyroid malignancy already managed by an oncology service is not accepted through this nodule intake pathway.\"], \"triage_requirements\": [\"Routine referrals are appropriate when there is no airway compromise or rapidly enlarging neck mass.\", \"Airway compromise or rapid enlargement requires an urgent pathway rather than routine scheduling.\"]}","compliant","The referral documents an adult patient with a thyroid nodule, the required thyroid workup, and no reported airway symptoms. 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