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Here, we focused on using the structured data to build predictive models using machine learning based methods.
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Descriptive statistics (mean, SD, median, IQR, minimum, maximum) were used to summarize the structured data retrieved from the reviewed papers.
We used SPSS to analyse the structured data.
We collected data using the same structured data extraction tool employed in phase 1 (Table 1).
In addition, the NOTE algorithm's performance was close to the performance of the ES using both structured data and clinical notes (DX/ICD-9 + NOTE).
The review was performed using a structured data capture tool.
If nothing else, this is yet another jab at Google, which has a geek rivalry with Wolfram over the growing area of using structured data to improve search results.
The main advantage to using structured data is that once extracted from a system, little work needs to be done to convert the data into a form usable by supervised machine learning algorithms.
The PHI Protection macros described in this paper are intended to reduce accidental PHI disclosure in multi-site research using structured data by automating the review of shared data sets.
Although it's partly like what the Julius Template Service does, their focus wasn't to share EHR data but the screen templates used for structured data entry.
Design challenges that emerged from the analysis included the need to use structured data fields to support data capture and re-use while maintaining efficient care processes, supporting interdisciplinary communication, and facilitating family-clinician interaction for decision-making.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com