医疗信息提取

PubMed 文章中医学术语之间的关系数据集,用于关系提取及相关的自然语言处理任务。

概述

该数据集包含从 PubMed 摘要中提取的 3984 个医学句子,并标注了不同医学术语之间的关系。该数据集主要关注“治疗”和“病因”关系,其中 1043 个句子包含治疗关系,1787 个句子包含病因关系。

人工标注者提供两个不同的术语(例如“路易体痴呆”和“形式良好的视幻觉”),并要求他们标记这些术语之间的关系(在本例中,“路易体痴呆”会导致形式良好的视幻觉。)

该语料库已在以下论文中引用:

  • Anca Dumitrache、Lora Aroyo 和 Chris Welty:针对语言歧义的 CrowdTruth 度量:医疗关系提取案例。LD4IE at ISWC 2015。
  • Anca Dumitrache、Lora Aroyo 和 Chris Welty:借助 CrowdTruth 实现专家级标注质量:医疗关系提取案例。BDM2I at ISWC 2015。

 

该项任务的输入数据是从医学出版物中摘录的句子、医学关系和句子中的一对关键术语。

relationsentenceterm1term2
causesMarch Hemoglobinuria MARCH HEMOGLOBINURIA a disorder that somewhat resembles MICROANGIOPATHIC HEMOLYSIS usually occurs in young persons after prolonged marching or running or playing on bongo drums.MICROANGIOPATHIC HEMOLYSISMARCH HEMOGLOBINURIA
causesFluctuations in cognition, parkinsonian symptoms, WELL FORMED VISUAL HALLUCINATIONS and relative preservation of short term memory suggest LEWY BODY DEMENTIA rather than Alzheimer's disease (see Table 213 5.WELL FORMED VISUAL HALLUCINATIONSLEWY BODY DEMENTIA
causesAnd for GLAUCOMATOUS PAINFUL BLIND EYE and some cases of GLAUCOMA Cyclocryotherapy for ciliary body ablation could be considered to be performed.[28] [edit] Veterinary implant TR BioSurgical has commercialized a new implant specifically for veterinary medicine, called TR ClarifEYE.GLAUCOMATOUS PAINFUL BLIND EYEGLAUCOMA
causesAccording to an expert review, POSTOPERATIVE HYPERTENSION occurs in up to 50% of patients after PHEOCHROMOCYTOMA RESECTION ( 29.POSTOPERATIVE HYPERTENSIONPHEOCHROMOCYTOMA RESECTION
causesNerve injury and reduced sensory input more often cause NEUROPATHIC PAIN than cure it, and augmenting sensory input often lessens NEURALGIANEUROPATHIC PAINNEURALGIA
causesMarch Hemoglobinuria MARCH HEMOGLOBINURIA a disorder that somewhat resembles MICROANGIOPATHIC HEMOLYSIS usually occurs in young persons after prolonged marching or running or playing on bongo drums.MICROANGIOPATHIC HEMOLYSISMARCH HEMOGLOBINURIA
causesFluctuations in cognition, parkinsonian symptoms, WELL FORMED VISUAL HALLUCINATIONS and relative preservation of short term memory suggest LEWY BODY DEMENTIA rather than Alzheimer's disease (see Table 213 5.WELL FORMED VISUAL HALLUCINATIONSLEWY BODY DEMENTIA
causesAnd for GLAUCOMATOUS PAINFUL BLIND EYE and some cases of GLAUCOMA Cyclocryotherapy for ciliary body ablation could be considered to be performed.[28] [edit] Veterinary implant TR BioSurgical has commercialized a new implant specifically for veterinary medicine, called TR ClarifEYE.GLAUCOMATOUS PAINFUL BLIND EYEGLAUCOMA
causesAccording to an expert review, POSTOPERATIVE HYPERTENSION occurs in up to 50% of patients after PHEOCHROMOCYTOMA RESECTION ( 29.POSTOPERATIVE HYPERTENSIONPHEOCHROMOCYTOMA RESECTION
causesFluctuations in cognition, parkinsonian symptoms, WELL FORMED VISUAL HALLUCINATIONS and relative preservation of short term memory suggest LEWY BODY DEMENTIA rather than Alzheimer's disease (see Table 213 5.WELL FORMED VISUAL HALLUCINATIONSLEWY BODY DEMENTIA

数据

test.csv | 1.9 MB
train.csv | 5.7 MB
validation.csv | 1.8 MB
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