Literature DB >> 17911803

Medication reconciliation using natural language processing and controlled terminologies.

James J Cimino1, Tiffani J Bright, Jianhua Li.   

Abstract

Medication reconciliation (MR) is a process that seeks to assure that the medications a patient is supposed to take are the same as what they are actually taking. We have developed a method in which medication information (consisting of both coded data and narrative text) is extracted from twelve sources from two clinical information systems and assembled into a chronological sequence of medication history, plans, and orders that correspond to periods before, during and after a hospital admission. We use natural language processing, a controlled terminology, and a medication classification system to create matrices that can be used to determine the initiation, changes and discontinuation of medications over time. We applied the process to a set of 17 patient records and successfully abstracted and summarized the medication data. This approach has implications for efforts to improve medication history-taking, order entry, and automated auditing of patient records for quality assurance.

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Year:  2007        PMID: 17911803

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  17 in total

1.  Linguistic approach for identification of medication names and related information in clinical narratives.

Authors:  Thierry Hamon; Natalia Grabar
Journal:  J Am Med Inform Assoc       Date:  2010 Sep-Oct       Impact factor: 4.497

2.  Extracting Rx information from clinical narrative.

Authors:  James G Mork; Olivier Bodenreider; Dina Demner-Fushman; Rezarta Islamaj Dogan; François-Michel Lang; Zhiyong Lu; Aurélie Névéol; Lee Peters; Sonya E Shooshan; Alan R Aronson
Journal:  J Am Med Inform Assoc       Date:  2010 Sep-Oct       Impact factor: 4.497

3.  Lancet: a high precision medication event extraction system for clinical text.

Authors:  Zuofeng Li; Feifan Liu; Lamont Antieau; Yonggang Cao; Hong Yu
Journal:  J Am Med Inform Assoc       Date:  2010 Sep-Oct       Impact factor: 4.497

4.  Use of a codified medication process for documentation of home medications.

Authors:  David L Green; Jan A Boonstra; Marlene A Bober
Journal:  J Am Med Inform Assoc       Date:  2010 Sep-Oct       Impact factor: 4.497

5.  Challenges in exchanging medication information: identifying gaps in clinical document exchange and terminology standards.

Authors:  Shobha Phansalkar; George Robinson; George Getty; James Shalaby; David Tao; Carol Broverman
Journal:  AMIA Annu Symp Proc       Date:  2009-11-14

6.  Biomedical ontologies in action: role in knowledge management, data integration and decision support.

Authors:  O Bodenreider
Journal:  Yearb Med Inform       Date:  2008

7.  MedEx: a medication information extraction system for clinical narratives.

Authors:  Hua Xu; Shane P Stenner; Son Doan; Kevin B Johnson; Lemuel R Waitman; Joshua C Denny
Journal:  J Am Med Inform Assoc       Date:  2010 Jan-Feb       Impact factor: 4.497

8.  Data from clinical notes: a perspective on the tension between structure and flexible documentation.

Authors:  S Trent Rosenbloom; Joshua C Denny; Hua Xu; Nancy Lorenzi; William W Stead; Kevin B Johnson
Journal:  J Am Med Inform Assoc       Date:  2011-01-12       Impact factor: 4.497

9.  The role of fine-grained annotations in supervised recognition of risk factors for heart disease from EHRs.

Authors:  Kirk Roberts; Sonya E Shooshan; Laritza Rodriguez; Swapna Abhyankar; Halil Kilicoglu; Dina Demner-Fushman
Journal:  J Biomed Inform       Date:  2015-06-26       Impact factor: 6.317

10.  Learning to detect and understand drug discontinuation events from clinical narratives.

Authors:  Feifan Liu; Richeek Pradhan; Emily Druhl; Elaine Freund; Weisong Liu; Brian C Sauer; Fran Cunningham; Adam J Gordon; Celena B Peters; Hong Yu
Journal:  J Am Med Inform Assoc       Date:  2019-10-01       Impact factor: 4.497

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