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SYSTEM AND METHOD FOR THE DETECTION AND REPORTING OF OCCUPATIONAL SAFETY INCIDENTS

机译:检测和报告职业安全事故的系统和方法

摘要

A system and a method for the detection and reporting of occupational safety incidents are disclosed. The system receives a set of digital records corresponding to reported occupational safety incidents. The system converts each of the digital records from the set of digital records into a common digital format. The system deconstructs the uniform text structure of each digital recorded by a natural language processing module to lemmatize words, remove punctuation, and remove stop words. The system creates a feature vector based on the received deconstructed uniform text structure. The system inputs each feature vector to an ensemble machine learning data model, returning a determination of a possible class or characteristic of occupational safety incident. The system applies a threshold based on a probability to the determination of a possible class. The system submits a subset of the reported occupational safety incidents to a third party system.
机译:公开了一种用于检测和报告职业安全事件的系统和方法。该系统接收与报告的职业安全事件相对应的一组数字记录。系统将数字记录集中的每个数字记录转换为通用数字格式。该系统解构由自然语言处理模块记录的每个数字的统一文本结构,以使单词去词质化,删除标点符号和删除停用词。系统基于接收到的解构的统一文本结构创建特征向量。系统将每个特征向量输入到整体机器学习数据模型中,返回对职业安全事件的可能类别或特征的确定。系统基于概率将阈值应用于可能类别的确定。该系统将报告的职业安全事件的子集提交给第三方系统。

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