Voice activated remote monitoring technology for heart failure patients: Study design, feasibility and observations from a pilot randomized control trial
Heart failure (HF) is a serious health condition, associated with high health care costs, and poor outcomes. Patient empowerment and self-care are a key component of successful HF management. The emergence of telehealth may enable providers to remotely monitor patients' statuses, support adhere...
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creator | Shara, Nawar Bjarnadottir, Margret V Falah, Noor Chou, Jiling Alqutri, Hasan S Asch, Federico M Anderson, Kelley M Bennett, Sonita S Kuhn, Alexander Montalvo, Becky Sanchez, Osirelis Loveland, Amy Mohammed, Selma F |
description | Heart failure (HF) is a serious health condition, associated with high health care costs, and poor outcomes. Patient empowerment and self-care are a key component of successful HF management. The emergence of telehealth may enable providers to remotely monitor patients' statuses, support adherence to medical guidelines, improve patient wellbeing, and promote daily awareness of overall patients' health.
To assess the feasibility of a voice activated technology for monitoring of HF patients, and its impact on HF clinical outcomes and health care utilization.
We conducted a randomized clinical trial; ambulatory HF patients were randomized to voice activated technology or standard of care (SOC) for 90 days. The system developed for this study monitored patient symptoms using a daily survey and alerted healthcare providers of pre-determined reported symptoms of worsening HF. We used summary statistics and descriptive visualizations to study the alerts generated by the technology and to healthcare utilization outcomes.
The average age of patients was 54 years, the majority were Black and 45% were women. Almost all participants had an annual income below $50,000. Baseline characteristics were not statistically significantly different between the two arms. The technical infrastructure was successfully set up and two thirds of the invited study participants interacted with the technology. Patients reported favorable perception and high comfort level with the use of voice activated technology. The responses from the participants varied widely and higher perceived symptom burden was not associated with hospitalization on qualitative assessment of the data visualization plot. Among patients randomized to the voice activated technology arm, there was one HF emergency department (ED) visit and 2 HF hospitalizations; there were no events in the SOC arm.
This study demonstrates the feasibility of remote symptom monitoring of HF patients using voice activated technology. The varying HF severity and the wide range of patient responses to the technology indicate that personalized technological approaches are needed to capture the full benefit of the technology. The differences in health care utilization between the two arms call for further study into the impact of remote monitoring on health care utilization and patients' wellbeing. |
doi_str_mv | 10.1371/journal.pone.0267794 |
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To assess the feasibility of a voice activated technology for monitoring of HF patients, and its impact on HF clinical outcomes and health care utilization.
We conducted a randomized clinical trial; ambulatory HF patients were randomized to voice activated technology or standard of care (SOC) for 90 days. The system developed for this study monitored patient symptoms using a daily survey and alerted healthcare providers of pre-determined reported symptoms of worsening HF. We used summary statistics and descriptive visualizations to study the alerts generated by the technology and to healthcare utilization outcomes.
The average age of patients was 54 years, the majority were Black and 45% were women. Almost all participants had an annual income below $50,000. Baseline characteristics were not statistically significantly different between the two arms. The technical infrastructure was successfully set up and two thirds of the invited study participants interacted with the technology. Patients reported favorable perception and high comfort level with the use of voice activated technology. The responses from the participants varied widely and higher perceived symptom burden was not associated with hospitalization on qualitative assessment of the data visualization plot. Among patients randomized to the voice activated technology arm, there was one HF emergency department (ED) visit and 2 HF hospitalizations; there were no events in the SOC arm.
This study demonstrates the feasibility of remote symptom monitoring of HF patients using voice activated technology. The varying HF severity and the wide range of patient responses to the technology indicate that personalized technological approaches are needed to capture the full benefit of the technology. The differences in health care utilization between the two arms call for further study into the impact of remote monitoring on health care utilization and patients' wellbeing.</description><identifier>ISSN: 1932-6203</identifier><identifier>EISSN: 1932-6203</identifier><identifier>DOI: 10.1371/journal.pone.0267794</identifier><identifier>PMID: 35522660</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Activities of daily living ; Biology and Life Sciences ; Chronic illnesses ; Congestive heart failure ; COVID-19 ; Electronic health records ; Emergency medical care ; Emergency medical services ; Empowerment ; Feasibility Studies ; Female ; Flags ; Health care ; Health services utilization ; Heart failure ; Heart Failure - therapy ; Humans ; Internet access ; Male ; Medicine and Health Sciences ; Middle Aged ; Patient compliance ; Patients ; People and Places ; Pilot Projects ; Qualitative analysis ; Questionnaires ; Remote monitoring ; Scientific visualization ; Skills ; Technology ; Telemedicine ; Utilization ; Voice</subject><ispartof>PloS one, 2022-05, Vol.17 (5), p.e0267794-e0267794</ispartof><rights>COPYRIGHT 2022 Public Library of Science</rights><rights>2022 Shara et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2022 Shara et al 2022 Shara et al</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c692t-5c7745d80d11e2913b6c369d89c865209273e59c83ccfa6d1eb92a43ddec630d3</citedby><cites>FETCH-LOGICAL-c692t-5c7745d80d11e2913b6c369d89c865209273e59c83ccfa6d1eb92a43ddec630d3</cites><orcidid>0000-0002-2748-5242 ; 0000-0002-7045-9162 ; 0000-0002-9005-252X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9075666/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC9075666/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2095,2914,23846,27903,27904,53769,53771,79346,79347</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35522660$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><contributor>De Rosa, Salvatore</contributor><creatorcontrib>Shara, Nawar</creatorcontrib><creatorcontrib>Bjarnadottir, Margret V</creatorcontrib><creatorcontrib>Falah, Noor</creatorcontrib><creatorcontrib>Chou, Jiling</creatorcontrib><creatorcontrib>Alqutri, Hasan S</creatorcontrib><creatorcontrib>Asch, Federico M</creatorcontrib><creatorcontrib>Anderson, Kelley M</creatorcontrib><creatorcontrib>Bennett, Sonita S</creatorcontrib><creatorcontrib>Kuhn, Alexander</creatorcontrib><creatorcontrib>Montalvo, Becky</creatorcontrib><creatorcontrib>Sanchez, Osirelis</creatorcontrib><creatorcontrib>Loveland, Amy</creatorcontrib><creatorcontrib>Mohammed, Selma F</creatorcontrib><title>Voice activated remote monitoring technology for heart failure patients: Study design, feasibility and observations from a pilot randomized control trial</title><title>PloS one</title><addtitle>PLoS One</addtitle><description>Heart failure (HF) is a serious health condition, associated with high health care costs, and poor outcomes. Patient empowerment and self-care are a key component of successful HF management. The emergence of telehealth may enable providers to remotely monitor patients' statuses, support adherence to medical guidelines, improve patient wellbeing, and promote daily awareness of overall patients' health.
To assess the feasibility of a voice activated technology for monitoring of HF patients, and its impact on HF clinical outcomes and health care utilization.
We conducted a randomized clinical trial; ambulatory HF patients were randomized to voice activated technology or standard of care (SOC) for 90 days. The system developed for this study monitored patient symptoms using a daily survey and alerted healthcare providers of pre-determined reported symptoms of worsening HF. We used summary statistics and descriptive visualizations to study the alerts generated by the technology and to healthcare utilization outcomes.
The average age of patients was 54 years, the majority were Black and 45% were women. Almost all participants had an annual income below $50,000. Baseline characteristics were not statistically significantly different between the two arms. The technical infrastructure was successfully set up and two thirds of the invited study participants interacted with the technology. Patients reported favorable perception and high comfort level with the use of voice activated technology. The responses from the participants varied widely and higher perceived symptom burden was not associated with hospitalization on qualitative assessment of the data visualization plot. Among patients randomized to the voice activated technology arm, there was one HF emergency department (ED) visit and 2 HF hospitalizations; there were no events in the SOC arm.
This study demonstrates the feasibility of remote symptom monitoring of HF patients using voice activated technology. The varying HF severity and the wide range of patient responses to the technology indicate that personalized technological approaches are needed to capture the full benefit of the technology. The differences in health care utilization between the two arms call for further study into the impact of remote monitoring on health care utilization and patients' wellbeing.</description><subject>Activities of daily living</subject><subject>Biology and Life Sciences</subject><subject>Chronic illnesses</subject><subject>Congestive heart failure</subject><subject>COVID-19</subject><subject>Electronic health records</subject><subject>Emergency medical care</subject><subject>Emergency medical services</subject><subject>Empowerment</subject><subject>Feasibility Studies</subject><subject>Female</subject><subject>Flags</subject><subject>Health care</subject><subject>Health services utilization</subject><subject>Heart failure</subject><subject>Heart Failure - therapy</subject><subject>Humans</subject><subject>Internet access</subject><subject>Male</subject><subject>Medicine and Health Sciences</subject><subject>Middle Aged</subject><subject>Patient 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activated remote monitoring technology for heart failure patients: Study design, feasibility and observations from a pilot randomized control trial</title><author>Shara, Nawar ; Bjarnadottir, Margret V ; Falah, Noor ; Chou, Jiling ; Alqutri, Hasan S ; Asch, Federico M ; Anderson, Kelley M ; Bennett, Sonita S ; Kuhn, Alexander ; Montalvo, Becky ; Sanchez, Osirelis ; Loveland, Amy ; Mohammed, Selma F</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c692t-5c7745d80d11e2913b6c369d89c865209273e59c83ccfa6d1eb92a43ddec630d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Activities of daily living</topic><topic>Biology and Life Sciences</topic><topic>Chronic illnesses</topic><topic>Congestive heart failure</topic><topic>COVID-19</topic><topic>Electronic health records</topic><topic>Emergency medical care</topic><topic>Emergency medical services</topic><topic>Empowerment</topic><topic>Feasibility Studies</topic><topic>Female</topic><topic>Flags</topic><topic>Health care</topic><topic>Health services utilization</topic><topic>Heart failure</topic><topic>Heart Failure - therapy</topic><topic>Humans</topic><topic>Internet access</topic><topic>Male</topic><topic>Medicine and Health Sciences</topic><topic>Middle Aged</topic><topic>Patient compliance</topic><topic>Patients</topic><topic>People and Places</topic><topic>Pilot Projects</topic><topic>Qualitative analysis</topic><topic>Questionnaires</topic><topic>Remote monitoring</topic><topic>Scientific visualization</topic><topic>Skills</topic><topic>Technology</topic><topic>Telemedicine</topic><topic>Utilization</topic><topic>Voice</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Shara, Nawar</creatorcontrib><creatorcontrib>Bjarnadottir, Margret V</creatorcontrib><creatorcontrib>Falah, Noor</creatorcontrib><creatorcontrib>Chou, 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Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>PloS one</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Shara, Nawar</au><au>Bjarnadottir, Margret V</au><au>Falah, Noor</au><au>Chou, Jiling</au><au>Alqutri, Hasan S</au><au>Asch, Federico M</au><au>Anderson, Kelley M</au><au>Bennett, Sonita S</au><au>Kuhn, Alexander</au><au>Montalvo, Becky</au><au>Sanchez, Osirelis</au><au>Loveland, Amy</au><au>Mohammed, Selma F</au><au>De Rosa, Salvatore</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Voice activated remote monitoring technology for heart failure patients: Study design, feasibility and observations from a pilot randomized control trial</atitle><jtitle>PloS one</jtitle><addtitle>PLoS One</addtitle><date>2022-05-06</date><risdate>2022</risdate><volume>17</volume><issue>5</issue><spage>e0267794</spage><epage>e0267794</epage><pages>e0267794-e0267794</pages><issn>1932-6203</issn><eissn>1932-6203</eissn><abstract>Heart failure (HF) is a serious health condition, associated with high health care costs, and poor outcomes. Patient empowerment and self-care are a key component of successful HF management. The emergence of telehealth may enable providers to remotely monitor patients' statuses, support adherence to medical guidelines, improve patient wellbeing, and promote daily awareness of overall patients' health.
To assess the feasibility of a voice activated technology for monitoring of HF patients, and its impact on HF clinical outcomes and health care utilization.
We conducted a randomized clinical trial; ambulatory HF patients were randomized to voice activated technology or standard of care (SOC) for 90 days. The system developed for this study monitored patient symptoms using a daily survey and alerted healthcare providers of pre-determined reported symptoms of worsening HF. We used summary statistics and descriptive visualizations to study the alerts generated by the technology and to healthcare utilization outcomes.
The average age of patients was 54 years, the majority were Black and 45% were women. Almost all participants had an annual income below $50,000. Baseline characteristics were not statistically significantly different between the two arms. The technical infrastructure was successfully set up and two thirds of the invited study participants interacted with the technology. Patients reported favorable perception and high comfort level with the use of voice activated technology. The responses from the participants varied widely and higher perceived symptom burden was not associated with hospitalization on qualitative assessment of the data visualization plot. Among patients randomized to the voice activated technology arm, there was one HF emergency department (ED) visit and 2 HF hospitalizations; there were no events in the SOC arm.
This study demonstrates the feasibility of remote symptom monitoring of HF patients using voice activated technology. The varying HF severity and the wide range of patient responses to the technology indicate that personalized technological approaches are needed to capture the full benefit of the technology. The differences in health care utilization between the two arms call for further study into the impact of remote monitoring on health care utilization and patients' wellbeing.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>35522660</pmid><doi>10.1371/journal.pone.0267794</doi><tpages>e0267794</tpages><orcidid>https://orcid.org/0000-0002-2748-5242</orcidid><orcidid>https://orcid.org/0000-0002-7045-9162</orcidid><orcidid>https://orcid.org/0000-0002-9005-252X</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1932-6203 |
ispartof | PloS one, 2022-05, Vol.17 (5), p.e0267794-e0267794 |
issn | 1932-6203 1932-6203 |
language | eng |
recordid | cdi_plos_journals_2686208288 |
source | MEDLINE; DOAJ Directory of Open Access Journals; Public Library of Science (PLoS) Journals Open Access; EZB-FREE-00999 freely available EZB journals; PubMed Central; Free Full-Text Journals in Chemistry |
subjects | Activities of daily living Biology and Life Sciences Chronic illnesses Congestive heart failure COVID-19 Electronic health records Emergency medical care Emergency medical services Empowerment Feasibility Studies Female Flags Health care Health services utilization Heart failure Heart Failure - therapy Humans Internet access Male Medicine and Health Sciences Middle Aged Patient compliance Patients People and Places Pilot Projects Qualitative analysis Questionnaires Remote monitoring Scientific visualization Skills Technology Telemedicine Utilization Voice |
title | Voice activated remote monitoring technology for heart failure patients: Study design, feasibility and observations from a pilot randomized control trial |
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