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Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study
OBJECTIVES: To quantitatively analyse by artificial intelligence (AI) the communication skills of physicians in an acute care hospital for geriatric care following a multimodal comprehensive care communication skills training programme and to qualitatively explore the educational benefits of this tr...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9990644/ https://www.ncbi.nlm.nih.gov/pubmed/36868602 http://dx.doi.org/10.1136/bmjopen-2022-065477 |
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author | Kobayashi, Masaki Katayama, Mitsuya Hayashi, Tomofumi Hashiyama, Takuhiro Iyanagi, Toshinori Une, Saki Honda, Miwako |
author_facet | Kobayashi, Masaki Katayama, Mitsuya Hayashi, Tomofumi Hashiyama, Takuhiro Iyanagi, Toshinori Une, Saki Honda, Miwako |
author_sort | Kobayashi, Masaki |
collection | PubMed |
description | OBJECTIVES: To quantitatively analyse by artificial intelligence (AI) the communication skills of physicians in an acute care hospital for geriatric care following a multimodal comprehensive care communication skills training programme and to qualitatively explore the educational benefits of this training programme. DESIGN: A convergent mixed-methods study, including an intervention trial with a quasi-experimental design, was conducted to quantitatively analyse the communication skills of physicians. Qualitative data were collected via physicians’ responses to an open-ended questionnaire administered after the training. SETTING: An acute care hospital. PARTICIPANTS: A total of 23 physicians. INTERVENTIONS: In a 4-week multimodal comprehensive care communication skills training programme, including video lectures and bedside instruction, from May to October 2021, all the participants examined a simulated patient in the same scenario before and after their training. These examinations were video recorded by an eye-tracking camera and two fixed cameras. Then, the videos were analysed for communication skills by AI. MAIN OUTCOME MEASURES: The primary outcomes were the physicians’ eye contact, verbal expression, physical touch and multimodal communication skills with a simulated patient. The secondary outcomes were the physicians’ empathy and burnout scores. RESULTS: The proportion of the duration of the participants’ single and multimodal types of communication significantly increased (p<0.001). The mean empathy scores and the personal accomplishment burnout scores also significantly increased after training. We developed a learning cycle model based on the six categories that changed after training from the physicians’ perspective: multimodal comprehensive care communication skills training; increasing awareness of and sensitivity to changes to geriatric patients’ condition; changes in clinical management; professionalism; team building and personal accomplishments. CONCLUSIONS: Our study showed that multimodal comprehensive care communication skills training for physicians increased the proportions of time spent performing single and multimodal communication skills by video analysis through AI. TRIAL REGISTRATION NUMBER: UMIN Clinical Trials Registry (UMIN000044288; https://center6.umin.ac.jp/cgi-open-bin/ctr_e/ctr_view.cgi?recptno=R000050586). |
format | Online Article Text |
id | pubmed-9990644 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-99906442023-03-08 Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study Kobayashi, Masaki Katayama, Mitsuya Hayashi, Tomofumi Hashiyama, Takuhiro Iyanagi, Toshinori Une, Saki Honda, Miwako BMJ Open Geriatric Medicine OBJECTIVES: To quantitatively analyse by artificial intelligence (AI) the communication skills of physicians in an acute care hospital for geriatric care following a multimodal comprehensive care communication skills training programme and to qualitatively explore the educational benefits of this training programme. DESIGN: A convergent mixed-methods study, including an intervention trial with a quasi-experimental design, was conducted to quantitatively analyse the communication skills of physicians. Qualitative data were collected via physicians’ responses to an open-ended questionnaire administered after the training. SETTING: An acute care hospital. PARTICIPANTS: A total of 23 physicians. INTERVENTIONS: In a 4-week multimodal comprehensive care communication skills training programme, including video lectures and bedside instruction, from May to October 2021, all the participants examined a simulated patient in the same scenario before and after their training. These examinations were video recorded by an eye-tracking camera and two fixed cameras. Then, the videos were analysed for communication skills by AI. MAIN OUTCOME MEASURES: The primary outcomes were the physicians’ eye contact, verbal expression, physical touch and multimodal communication skills with a simulated patient. The secondary outcomes were the physicians’ empathy and burnout scores. RESULTS: The proportion of the duration of the participants’ single and multimodal types of communication significantly increased (p<0.001). The mean empathy scores and the personal accomplishment burnout scores also significantly increased after training. We developed a learning cycle model based on the six categories that changed after training from the physicians’ perspective: multimodal comprehensive care communication skills training; increasing awareness of and sensitivity to changes to geriatric patients’ condition; changes in clinical management; professionalism; team building and personal accomplishments. CONCLUSIONS: Our study showed that multimodal comprehensive care communication skills training for physicians increased the proportions of time spent performing single and multimodal communication skills by video analysis through AI. TRIAL REGISTRATION NUMBER: UMIN Clinical Trials Registry (UMIN000044288; https://center6.umin.ac.jp/cgi-open-bin/ctr_e/ctr_view.cgi?recptno=R000050586). BMJ Publishing Group 2023-03-03 /pmc/articles/PMC9990644/ /pubmed/36868602 http://dx.doi.org/10.1136/bmjopen-2022-065477 Text en © Author(s) (or their employer(s)) 2023. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | Geriatric Medicine Kobayashi, Masaki Katayama, Mitsuya Hayashi, Tomofumi Hashiyama, Takuhiro Iyanagi, Toshinori Une, Saki Honda, Miwako Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study |
title | Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study |
title_full | Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study |
title_fullStr | Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study |
title_full_unstemmed | Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study |
title_short | Effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study |
title_sort | effect of multimodal comprehensive communication skills training with video analysis by artificial intelligence for physicians on acute geriatric care: a mixed-methods study |
topic | Geriatric Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9990644/ https://www.ncbi.nlm.nih.gov/pubmed/36868602 http://dx.doi.org/10.1136/bmjopen-2022-065477 |
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