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A novel data-mining approach leveraging social media to monitor and respond to outcomes of diabetes drugs and treatment

机译:利用社交媒体监测和应对糖尿病药物和治疗结果的新型数据挖掘方法

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摘要

A novel data-mining method was developed to gauge the experiences of medical devices and drugs by patients with diabetes mellitus. Self-organizing maps were used to analyze forum posts numerically to better understand user opinion of medical devices and drugs. The end-result is a word list compilation that correlates certain positive and negative word cluster groups with medical drugs and devices. The implication of this novel data-mining method could open new avenues of research into rapid data collection, feedback, and analysis that would enable improved outcomes and solutions for public health.
机译:开发了一种新颖的数据挖掘方法来评估糖尿病患者在医疗设备和药物方面的经验。自组织地图用于对论坛帖子进行数值分析,以更好地了解用户对医疗设备和药品的看法。最终结果是一个单词列表汇编,将某些肯定和否定词簇组与医用药物和设备相关联。这种新颖的数据挖掘方法的含义可以为快速的数据收集,反馈和分析开辟新的研究途径,从而可以改善公共卫生的结果和解决方案。

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