{"title":"Online Forum Authenticity: Big Data Analytics in Healthcare","authors":"G. Zhan","doi":"10.1145/3318299.3318395","DOIUrl":null,"url":null,"abstract":"It is difficult to discern the authenticity online reviews, which is critical particularly in a setting of patient-doctor online forum. In this paper, a model on the detection of doctor quality has been developed and tested with online big data. In this study, a database with 31,646 online reviews was compiled. Text mining and word-cloud analysis results indicate that the model provides an effective solution to assess the quality of doctors registered in online forum, the quality of doctor-patient online interaction, and patients' overall perception. A guideline has been provided to evaluate doctor authenticity.","PeriodicalId":164987,"journal":{"name":"International Conference on Machine Learning and Computing","volume":"29 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Conference on Machine Learning and Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3318299.3318395","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
It is difficult to discern the authenticity online reviews, which is critical particularly in a setting of patient-doctor online forum. In this paper, a model on the detection of doctor quality has been developed and tested with online big data. In this study, a database with 31,646 online reviews was compiled. Text mining and word-cloud analysis results indicate that the model provides an effective solution to assess the quality of doctors registered in online forum, the quality of doctor-patient online interaction, and patients' overall perception. A guideline has been provided to evaluate doctor authenticity.