Literature DB >> 26657707

DREAM: Classification scheme for dialog acts in clinical research query mediation.

Julia Hoxha1, Praveen Chandar1, Zhe He1, James Cimino2, David Hanauer3, Chunhua Weng4.   

Abstract

Clinical data access involves complex but opaque communication between medical researchers and query analysts. Understanding such communication is indispensable for designing intelligent human-machine dialog systems that automate query formulation. This study investigates email communication and proposes a novel scheme for classifying dialog acts in clinical research query mediation. We analyzed 315 email messages exchanged in the communication for 20 data requests obtained from three institutions. The messages were segmented into 1333 utterance units. Through a rigorous process, we developed a classification scheme and applied it for dialog act annotation of the extracted utterances. Evaluation results with high inter-annotator agreement demonstrate the reliability of this scheme. This dataset is used to contribute preliminary understanding of dialog acts distribution and conversation flow in this dialog space.
Copyright © 2015 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Clinical research query mediation dialog; Dialog act modeling; Dialog annotation scheme; Human–human conversation analysis

Mesh:

Year:  2015        PMID: 26657707      PMCID: PMC4792720          DOI: 10.1016/j.jbi.2015.11.011

Source DB:  PubMed          Journal:  J Biomed Inform        ISSN: 1532-0464            Impact factor:   6.317


  13 in total

1.  Towards a Personal Health Management Assistant.

Authors:  G Ferguson; J Quinn; C Horwitz; M Swift; J Allen; L Galescu
Journal:  J Biomed Inform       Date:  2010-10       Impact factor: 6.317

2.  What Is Asked in Clinical Data Request Forms? A Multi-site Thematic Analysis of Forms Towards Better Data Access Support.

Authors:  David A Hanauer; Gregory W Hruby; Daniel G Fort; Luke V Rasmussen; Eneida A Mendonça; Chunhua Weng
Journal:  AMIA Annu Symp Proc       Date:  2014-11-14

Review 3.  Health dialog systems for patients and consumers.

Authors:  Timothy Bickmore; Toni Giorgino
Journal:  J Biomed Inform       Date:  2006-01-20       Impact factor: 6.317

4.  Automatically annotating topics in transcripts of patient-provider interactions via machine learning.

Authors:  Byron C Wallace; M Barton Laws; Kevin Small; Ira B Wilson; Thomas A Trikalinos
Journal:  Med Decis Making       Date:  2013-11-27       Impact factor: 2.583

5.  Adaptable dialog architecture and runtime engine (AdaRTE): a framework for rapid prototyping of health dialog systems.

Authors:  L M Rojas-Barahona; T Giorgino
Journal:  Int J Med Inform       Date:  2008-09-17       Impact factor: 4.046

6.  Semi-Automatically Inducing Semantic Classes of Clinical Research Eligibility Criteria Using UMLS and Hierarchical Clustering.

Authors:  Zhihui Luo; Stephen B Johnson; Chunhua Weng
Journal:  AMIA Annu Symp Proc       Date:  2010-11-13

7.  The measurement of observer agreement for categorical data.

Authors:  J R Landis; G G Koch
Journal:  Biometrics       Date:  1977-03       Impact factor: 2.571

8.  Automatic analysis of medical dialogue in the home hemodialysis domain: structure induction and summarization.

Authors:  Ronilda C Lacson; Regina Barzilay; William J Long
Journal:  J Biomed Inform       Date:  2006-02-02       Impact factor: 6.317

9.  Assessing the effects of physician-patient interactions on the outcomes of chronic disease.

Authors:  S H Kaplan; S Greenfield; J E Ware
Journal:  Med Care       Date:  1989-03       Impact factor: 2.983

10.  Characterization of the biomedical query mediation process.

Authors:  Gregory W Hruby; Mary Regina Boland; James J Cimino; Junfeng Gao; Adam B Wilcox; Julia Hirschberg; Chunhua Weng
Journal:  AMIA Jt Summits Transl Sci Proc       Date:  2013-03-18
View more
  3 in total

1.  A multi-site cognitive task analysis for biomedical query mediation.

Authors:  Gregory W Hruby; Luke V Rasmussen; David Hanauer; Vimla L Patel; James J Cimino; Chunhua Weng
Journal:  Int J Med Inform       Date:  2016-06-16       Impact factor: 4.046

2.  Clinical Research Informatics for Big Data and Precision Medicine.

Authors:  C Weng; M G Kahn
Journal:  Yearb Med Inform       Date:  2016-11-10

3.  Leveraging dialog systems research to assist biomedical researchers' interrogation of Big Clinical Data.

Authors:  Julia Hoxha; Chunhua Weng
Journal:  J Biomed Inform       Date:  2016-04-08       Impact factor: 6.317

  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.