26
views
0
recommends
+1 Recommend
1 collections
    0
    shares

      Submit your digital health research with an established publisher
      - celebrating 25 years of open access

      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      A Virtual Counseling Application Using Artificial Intelligence for Communication Skills Training in Nursing Education: Development Study

      research-article

      Read this article at

      ScienceOpenPublisherPMC
      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Background

          The ability of nursing undergraduates to communicate effectively with health care providers, patients, and their family members is crucial to their nursing professions as these can affect patient outcomes. However, the traditional use of didactic lectures for communication skills training is ineffective, and the use of standardized patients is not time- or cost-effective. Given the abilities of virtual patients (VPs) to simulate interactive and authentic clinical scenarios in secured environments with unlimited training attempts, a virtual counseling application is an ideal platform for nursing students to hone their communication skills before their clinical postings.

          Objective

          The aim of this study was to develop and test the use of VPs to better prepare nursing undergraduates for communicating with real-life patients, their family members, and other health care professionals during their clinical postings.

          Methods

          The stages of the creation of VPs included preparation, design, and development, followed by a testing phase before the official implementation. An initial voice chatbot was trained using a natural language processing engine, Google Cloud’s Dialogflow, and was later visualized into a three-dimensional (3D) avatar form using Unity 3D.

          Results

          The VPs included four case scenarios that were congruent with the nursing undergraduates’ semesters’ learning objectives: (1) assessing the pain experienced by a pregnant woman, (2) taking the history of a depressed patient, (3) escalating a bleeding episode of a postoperative patient to a physician, and (4) showing empathy to a stressed-out fellow final-year nursing student. Challenges arose in terms of content development, technological limitations, and expectations management, which can be resolved by contingency planning, open communication, constant program updates, refinement, and training.

          Conclusions

          The creation of VPs to assist in nursing students’ communication skills training may provide authentic learning environments that enhance students’ perceived self-efficacy and confidence in effective communication skills. However, given the infancy stage of this project, further refinement and constant enhancements are needed to train the VPs to simulate real-life conversations before the official implementation.

          Related collections

          Most cited references29

          • Record: found
          • Abstract: not found
          • Article: not found

          Self-Regulated Learning and Academic Achievement: An Overview

            Bookmark
            • Record: found
            • Abstract: found
            • Article: not found

            Impact of conceptions of ability on self-regulatory mechanisms and complex decision making.

            Tested the hypothesis that induced conceptions of ability as a stable entity or as an acquirable skill would affect self-regulatory mechanisms governing performance in a simulated organization. Ss served as managerial decision makers in which they had to match employees to subfunctions and to discover and apply managerial rules to achieve a difficult level of organizational performance. Those who performed the challenging managerial task under an entity conception of ability suffered a loss in perceived self-efficacy, lowered their organizational goals, and became less efficient in their analytic strategies. Ss who managed the organization under an acquirable skill conception of ability sustained their perceived self-efficacy, set challenging organizational goals, and used analytic strategies effectively. These divergences in self-regulatory factors were accompanied by substantial differences in organizational performance. Path analysis revealed that perceived self-efficacy had both a direct effect on organizational performance and an indirect effect through its influence on analytic strategies. Personal goals also affected organizational performance through the mediation of analytic strategies. The relation of prior organizational performance to subsequent performance was mediated entirely by the combined influence of the self-regulatory factors.
              Bookmark
              • Record: found
              • Abstract: found
              • Article: not found

              Virtual patients: a critical literature review and proposed next steps.

              The opposing forces of increased training expectations and reduced training resources have greatly impacted health professions education. Virtual patients (VPs), which take the form of interactive computer-based clinical scenarios, may help to reconcile this paradox. We summarise research on VPs, highlight the spectrum of potential variation and identify an agenda for future research. We also critically consider the role of VPs in the educational armamentarium. We propose that VPs' most unique and cost-effective function is to facilitate and assess the development of clinical reasoning. Clinical reasoning in experts involves a non-analytical process that matures through deliberate practice with multiple and varied clinical cases. Virtual patients are ideally suited to this task. Virtual patients can also be used in learner assessment, but scoring rubrics should emphasise non-analytical clinical reasoning rather than completeness of information or algorithmic approaches. Potential variations in VP design are practically limitless, yet few studies have rigorously explored design issues. More research is needed to inform instructional design and curricular integration. Virtual patients should be designed and used to promote clinical reasoning skills. More research is needed to inform how to effectively use VPs.
                Bookmark

                Author and article information

                Contributors
                Journal
                J Med Internet Res
                J. Med. Internet Res
                JMIR
                Journal of Medical Internet Research
                JMIR Publications (Toronto, Canada )
                1439-4456
                1438-8871
                October 2019
                29 October 2019
                : 21
                : 10
                : e14658
                Affiliations
                [1 ] Alice Lee Centre for Nursing Studies National University of Singapore Singapore Singapore
                [2 ] Information Techonology National University of Singapore Singapore Singapore
                [3 ] Department of Mechanical Engineering National University of Singapore Singapore Singapore
                Author notes
                Corresponding Author: Shefaly Shorey nurssh@ 123456nus.edu.sg
                Author information
                https://orcid.org/0000-0001-5583-2814
                https://orcid.org/0000-0003-2952-8047
                https://orcid.org/0000-0002-0936-229X
                https://orcid.org/0000-0003-3142-1804
                https://orcid.org/0000-0003-2845-6168
                https://orcid.org/0000-0001-9463-4781
                Article
                v21i10e14658
                10.2196/14658
                6913997
                31663857
                7ac307df-e69a-449d-b63b-87e739152368
                ©Shefaly Shorey, Emily Ang, John Yap, Esperanza Debby Ng, Siew Tiang Lau, Chee Kong Chui. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 29.10.2019.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License ( https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.

                History
                : 8 May 2019
                : 10 July 2019
                : 2 August 2019
                : 31 August 2019
                Categories
                Original Paper
                Original Paper

                Medicine
                artificial intelligence,communication,learning,nursing education,patients,technology,virtual reality

                Comments

                Comment on this article