DDXPlus Dataset
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We are releasing under the CC-BY licence a new large-scale dataset for Automatic Symptom Detection (ASD) and Automatic Diagnosis (AD) systems in the medical domain. The dataset contains patients synthesized using a proprietary medical knowledge base and a commercial rule-based AD system. Patients in the dataset are characterized by their socio-demographic data, a pathology they are suffering from, a set of symptoms and antecedents related to this pathology, and a differential diagnosis. The symptoms and antecedents can be binary, categorical and multi-choice, with the potential of leading to more efficient and natural interactions between ASD/AD systems and patients. To the best of our knowledge, this is the first large-scale dataset that includes the differential diagnosis, and non-binary symptoms and antecedents. For more information, please check our paper.
我们基于CC-BY许可证,发布了一款面向医疗领域自动症状检测(Automatic Symptom Detection,缩写ASD)与自动诊断(Automatic Diagnosis,缩写AD)系统的新型大规模数据集。该数据集包含基于专有医疗知识库与商业化基于规则的自动诊断系统合成生成的患者样本。数据集中的患者样本具备以下特征:社会人口统计学数据、所患病症、与该病症相关的一系列症状及既往史,以及鉴别诊断结果。上述症状与既往史可采用二值、分类及多选等数据形式,有望实现自动症状检测/自动诊断系统与患者之间更高效自然的交互。据我们所知,这是首个包含鉴别诊断结果、非二值症状及既往史的大规模医疗领域数据集。如需了解更多详情,请参阅我们的研究论文。




