Correction: Redundancy-Aware Topic Modeling for Patient Record Notes

ثبت نشده
چکیده

Copyright: 2014 The PLOS ONE Staff. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Figure 3. Topics learnxled by Red-LDA (top) and Vanilla LDA (bottom) on the EHR corpus. Both topics are about breast cancer (ca is an abbreviation for cancer). The Vanilla LDA topic, however, contains unrelated yet highly ranked words (e.g., eye, glaucoma, colonoscopy, albuterol). The Red-LDA topic was preferred by the domain experts. doi:10.1371/journal.pone.0087555.g003 Figure 5. Red-LDA generative story. doi:10.1371/journal.pone.0087555.g005

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Redundancy-Aware Topic Modeling for Patient Record Notes

The clinical notes in a given patient record contain much redundancy, in large part due to clinicians' documentation habit of copying from previous notes in the record and pasting into a new note. Previous work has shown that this redundancy has a negative impact on the quality of text mining and topic modeling in particular. In this paper we describe a novel variant of Latent Dirichlet Allocat...

متن کامل

Detecting clinically relevant new information in clinical notes across specialties and settings

BACKGROUND Automated methods for identifying clinically relevant new versus redundant information in electronic health record (EHR) clinical notes is useful for clinicians and researchers involved in patient care and clinical research, respectively. We evaluated methods to automatically identify clinically relevant new information in clinical notes, and compared the quantity of redundant inform...

متن کامل

Research paper: Quantifying clinical narrative redundancy in an electronic health record

OBJECTIVE Although electronic notes have advantages compared to handwritten notes, they take longer to write and promote information redundancy in electronic health records (EHRs). We sought to quantify redundancy in clinical documentation by studying collections of physician notes in an EHR. DESIGN AND METHODS We implemented a retrospective design to gather all electronic admission, progress...

متن کامل

Structuring the Unstructured Note: Automatic Organizing and Formatting for lecture notes

“Note taking is an important practice during lectures. With the rapid development of electronic devices such as smart phones, tablets and laptops, digital note-taking has become an option for many students. In the classroom setting, note takers might fail to record clearly organized notes due to limitations of time and devices. Therefore, users often need to manually organize long paragraphs of...

متن کامل

LDPC Decoding with Natural Redundancy

The increasingly wider application of non-volatile memories (NVMs) in big-data storage has led to a challenge: how to recover data from errors as effectively as possible for reliable long-term storage. Flash memories and other NVMs have noise mechanisms such as charge leakage, read/write disturbs, and cell-quality degradation due to P/E cycling. They make data more and more noisy over time. So ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره 9  شماره 

صفحات  -

تاریخ انتشار 2014