Loading…

Evaluation of the Accuracy of a Video and AI Solution to Measure Lower Leg and Foot Volume

Peripheral edema, change in foot volume, is a marker of congestion which is regularly assessed in routine clinical care. A novel video and Artificial Intelligence (AI)-based solution used to measure anatomical parameters, including volume and foot length, Heartfelt HF-1, is compared to the laborator...

Full description

Saved in:
Bibliographic Details
Published in:Medical devices (Auckland, N.Z.) N.Z.), 2021-01, Vol.14, p.105-118
Main Authors: Chausiaux, Oriane, Williams, Gareth, Nieznański, Michał, Bagdu, Adem, Downer, Philip, Keyser, Melanie, Husheer, Shamus
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c576t-20ea709d809b52e706c3ed718c337c4f761be401dfdc81db0a55499922c2ade53
cites cdi_FETCH-LOGICAL-c576t-20ea709d809b52e706c3ed718c337c4f761be401dfdc81db0a55499922c2ade53
container_end_page 118
container_issue
container_start_page 105
container_title Medical devices (Auckland, N.Z.)
container_volume 14
creator Chausiaux, Oriane
Williams, Gareth
Nieznański, Michał
Bagdu, Adem
Downer, Philip
Keyser, Melanie
Husheer, Shamus
description Peripheral edema, change in foot volume, is a marker of congestion which is regularly assessed in routine clinical care. A novel video and Artificial Intelligence (AI)-based solution used to measure anatomical parameters, including volume and foot length, Heartfelt HF-1, is compared to the laboratory gold standard (water displacement) and a medical disposable measuring tape. 58 healthy volunteers were measured with the Heartfelt device; 22 were also measured with the water displacement method and 19 with the medical tape. Bland-Altman analysis was performed for both volumes and foot lengths. Left/right foot differences provided covariance-corrected standard error of measurement (ccSEM) and minimum detectable difference (MDD) for each measurement method. Heartfelt device measured volumes displayed excellent correlation to the gold standard (water displacement), with Bland-Altman bias of +32mL ±81mL (1 std.dev). Clinically important change in foot volume is approximately 13%. Water displacement yielded ccSEM of ± 32.1mL and MDD of 90mL (6.7% of average foot volume), while the Heartfelt device measurements yielded ccSEM of ±12.6mL and MDD of 35.3mL (2.6% of average foot volume). The majority of differences were attributable to manual positioning of the patient foot in the waterbath. This study finds that in clinical and non-clinical settings, the Heartfelt device measures foot volume and length more precisely than either the water displacement technique or manual foot length measurements using a medical disposable tape, while having an excellent agreement with these methods.
doi_str_mv 10.2147/MDER.S297713
format article
fullrecord <record><control><sourceid>gale_doaj_</sourceid><recordid>TN_cdi_doaj_primary_oai_doaj_org_article_705a3bf993c544d1ac4651efbef5ea3c</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A681134981</galeid><doaj_id>oai_doaj_org_article_705a3bf993c544d1ac4651efbef5ea3c</doaj_id><sourcerecordid>A681134981</sourcerecordid><originalsourceid>FETCH-LOGICAL-c576t-20ea709d809b52e706c3ed718c337c4f761be401dfdc81db0a55499922c2ade53</originalsourceid><addsrcrecordid>eNptks9v0zAUxyMEYtPYjTOyhIQ40OIfcRxfkKrRQaVOSAx24GK92C9tpjQedjK0_x6nLaNF2Afbz5_3tf38zbKXjE45y9X7q4_zr9NrrpVi4kl2ypjSkxSnTw_mJ9l5jLc0NSFYKdjz7ESIsqS00KfZj_k9tAP0je-Ir0m_RjKzdghgH8Y1kJvGoSfQOTJbkGvfDlu09-QKIQ4BydL_wkCWuNpCl9735CZhG3yRPauhjXi-H8-y75fzbxefJ8svnxYXs-XESlX0E04RFNWupLqSHBUtrECnWGmFUDavVcEqzClztbMlcxUFKXOtNeeWg0MpzrLFTtd5uDV3odlAeDAeGrMN-LAyEPrGtmgUlSCqWmthZZ47BjYvJMO6wloiCJu0Puy07oZqg85i1wdoj0SPd7pmbVb-3pRUCsnHy7zdCwT_c8DYm00TLbYtdOiHaLhkBedCFCP6-h_01g-hS6UaKVGoQgn1l1pBekDT1T6da0dRMytKxkSuS5ao6X-o1B1uGus7rJsUP0p4c5CwRmj7ddz_bjwG3-1AG3yMAevHYjBqRg-a0YNm78GEvzos4CP8x3HiN5XF0yc</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2513676737</pqid></control><display><type>article</type><title>Evaluation of the Accuracy of a Video and AI Solution to Measure Lower Leg and Foot Volume</title><source>Open Access: PubMed Central</source><source>Taylor &amp; Francis Open Access</source><source>Publicly Available Content Database</source><creator>Chausiaux, Oriane ; Williams, Gareth ; Nieznański, Michał ; Bagdu, Adem ; Downer, Philip ; Keyser, Melanie ; Husheer, Shamus</creator><creatorcontrib>Chausiaux, Oriane ; Williams, Gareth ; Nieznański, Michał ; Bagdu, Adem ; Downer, Philip ; Keyser, Melanie ; Husheer, Shamus</creatorcontrib><description>Peripheral edema, change in foot volume, is a marker of congestion which is regularly assessed in routine clinical care. A novel video and Artificial Intelligence (AI)-based solution used to measure anatomical parameters, including volume and foot length, Heartfelt HF-1, is compared to the laboratory gold standard (water displacement) and a medical disposable measuring tape. 58 healthy volunteers were measured with the Heartfelt device; 22 were also measured with the water displacement method and 19 with the medical tape. Bland-Altman analysis was performed for both volumes and foot lengths. Left/right foot differences provided covariance-corrected standard error of measurement (ccSEM) and minimum detectable difference (MDD) for each measurement method. Heartfelt device measured volumes displayed excellent correlation to the gold standard (water displacement), with Bland-Altman bias of +32mL ±81mL (1 std.dev). Clinically important change in foot volume is approximately 13%. Water displacement yielded ccSEM of ± 32.1mL and MDD of 90mL (6.7% of average foot volume), while the Heartfelt device measurements yielded ccSEM of ±12.6mL and MDD of 35.3mL (2.6% of average foot volume). The majority of differences were attributable to manual positioning of the patient foot in the waterbath. This study finds that in clinical and non-clinical settings, the Heartfelt device measures foot volume and length more precisely than either the water displacement technique or manual foot length measurements using a medical disposable tape, while having an excellent agreement with these methods.</description><identifier>ISSN: 1179-1470</identifier><identifier>EISSN: 1179-1470</identifier><identifier>DOI: 10.2147/MDER.S297713</identifier><identifier>PMID: 33880069</identifier><language>eng</language><publisher>New Zealand: Dove Medical Press Limited</publisher><subject>Ankle ; Automation ; Clinical medicine ; Clinical trials ; Comparative analysis ; congestion ; Edema ; heart failure ; lymphedema ; Measurement ; medical device ; Medical equipment ; Methods ; Original Research ; Patients ; peripheral edema ; Physiological apparatus ; renal disease</subject><ispartof>Medical devices (Auckland, N.Z.), 2021-01, Vol.14, p.105-118</ispartof><rights>2021 Chausiaux et al.</rights><rights>COPYRIGHT 2021 Dove Medical Press Limited</rights><rights>2021. This work is licensed under https://creativecommons.org/licenses/by-nc/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2021 Chausiaux et al. 2021 Chausiaux et al.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c576t-20ea709d809b52e706c3ed718c337c4f761be401dfdc81db0a55499922c2ade53</citedby><cites>FETCH-LOGICAL-c576t-20ea709d809b52e706c3ed718c337c4f761be401dfdc81db0a55499922c2ade53</cites><orcidid>0000-0002-6665-2437 ; 0000-0002-2819-7795</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2513676737/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2513676737?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,881,25732,27903,27904,36991,36992,44569,53769,53771,74872</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33880069$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Chausiaux, Oriane</creatorcontrib><creatorcontrib>Williams, Gareth</creatorcontrib><creatorcontrib>Nieznański, Michał</creatorcontrib><creatorcontrib>Bagdu, Adem</creatorcontrib><creatorcontrib>Downer, Philip</creatorcontrib><creatorcontrib>Keyser, Melanie</creatorcontrib><creatorcontrib>Husheer, Shamus</creatorcontrib><title>Evaluation of the Accuracy of a Video and AI Solution to Measure Lower Leg and Foot Volume</title><title>Medical devices (Auckland, N.Z.)</title><addtitle>Med Devices (Auckl)</addtitle><description>Peripheral edema, change in foot volume, is a marker of congestion which is regularly assessed in routine clinical care. A novel video and Artificial Intelligence (AI)-based solution used to measure anatomical parameters, including volume and foot length, Heartfelt HF-1, is compared to the laboratory gold standard (water displacement) and a medical disposable measuring tape. 58 healthy volunteers were measured with the Heartfelt device; 22 were also measured with the water displacement method and 19 with the medical tape. Bland-Altman analysis was performed for both volumes and foot lengths. Left/right foot differences provided covariance-corrected standard error of measurement (ccSEM) and minimum detectable difference (MDD) for each measurement method. Heartfelt device measured volumes displayed excellent correlation to the gold standard (water displacement), with Bland-Altman bias of +32mL ±81mL (1 std.dev). Clinically important change in foot volume is approximately 13%. Water displacement yielded ccSEM of ± 32.1mL and MDD of 90mL (6.7% of average foot volume), while the Heartfelt device measurements yielded ccSEM of ±12.6mL and MDD of 35.3mL (2.6% of average foot volume). The majority of differences were attributable to manual positioning of the patient foot in the waterbath. This study finds that in clinical and non-clinical settings, the Heartfelt device measures foot volume and length more precisely than either the water displacement technique or manual foot length measurements using a medical disposable tape, while having an excellent agreement with these methods.</description><subject>Ankle</subject><subject>Automation</subject><subject>Clinical medicine</subject><subject>Clinical trials</subject><subject>Comparative analysis</subject><subject>congestion</subject><subject>Edema</subject><subject>heart failure</subject><subject>lymphedema</subject><subject>Measurement</subject><subject>medical device</subject><subject>Medical equipment</subject><subject>Methods</subject><subject>Original Research</subject><subject>Patients</subject><subject>peripheral edema</subject><subject>Physiological apparatus</subject><subject>renal disease</subject><issn>1179-1470</issn><issn>1179-1470</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNptks9v0zAUxyMEYtPYjTOyhIQ40OIfcRxfkKrRQaVOSAx24GK92C9tpjQedjK0_x6nLaNF2Afbz5_3tf38zbKXjE45y9X7q4_zr9NrrpVi4kl2ypjSkxSnTw_mJ9l5jLc0NSFYKdjz7ESIsqS00KfZj_k9tAP0je-Ir0m_RjKzdghgH8Y1kJvGoSfQOTJbkGvfDlu09-QKIQ4BydL_wkCWuNpCl9735CZhG3yRPauhjXi-H8-y75fzbxefJ8svnxYXs-XESlX0E04RFNWupLqSHBUtrECnWGmFUDavVcEqzClztbMlcxUFKXOtNeeWg0MpzrLFTtd5uDV3odlAeDAeGrMN-LAyEPrGtmgUlSCqWmthZZ47BjYvJMO6wloiCJu0Puy07oZqg85i1wdoj0SPd7pmbVb-3pRUCsnHy7zdCwT_c8DYm00TLbYtdOiHaLhkBedCFCP6-h_01g-hS6UaKVGoQgn1l1pBekDT1T6da0dRMytKxkSuS5ao6X-o1B1uGus7rJsUP0p4c5CwRmj7ddz_bjwG3-1AG3yMAevHYjBqRg-a0YNm78GEvzos4CP8x3HiN5XF0yc</recordid><startdate>20210101</startdate><enddate>20210101</enddate><creator>Chausiaux, Oriane</creator><creator>Williams, Gareth</creator><creator>Nieznański, Michał</creator><creator>Bagdu, Adem</creator><creator>Downer, Philip</creator><creator>Keyser, Melanie</creator><creator>Husheer, Shamus</creator><general>Dove Medical Press Limited</general><general>Taylor &amp; Francis Ltd</general><general>Dove</general><general>Dove Medical Press</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7XB</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>M2O</scope><scope>MBDVC</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-6665-2437</orcidid><orcidid>https://orcid.org/0000-0002-2819-7795</orcidid></search><sort><creationdate>20210101</creationdate><title>Evaluation of the Accuracy of a Video and AI Solution to Measure Lower Leg and Foot Volume</title><author>Chausiaux, Oriane ; Williams, Gareth ; Nieznański, Michał ; Bagdu, Adem ; Downer, Philip ; Keyser, Melanie ; Husheer, Shamus</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c576t-20ea709d809b52e706c3ed718c337c4f761be401dfdc81db0a55499922c2ade53</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Ankle</topic><topic>Automation</topic><topic>Clinical medicine</topic><topic>Clinical trials</topic><topic>Comparative analysis</topic><topic>congestion</topic><topic>Edema</topic><topic>heart failure</topic><topic>lymphedema</topic><topic>Measurement</topic><topic>medical device</topic><topic>Medical equipment</topic><topic>Methods</topic><topic>Original Research</topic><topic>Patients</topic><topic>peripheral edema</topic><topic>Physiological apparatus</topic><topic>renal disease</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chausiaux, Oriane</creatorcontrib><creatorcontrib>Williams, Gareth</creatorcontrib><creatorcontrib>Nieznański, Michał</creatorcontrib><creatorcontrib>Bagdu, Adem</creatorcontrib><creatorcontrib>Downer, Philip</creatorcontrib><creatorcontrib>Keyser, Melanie</creatorcontrib><creatorcontrib>Husheer, Shamus</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>Research Library</collection><collection>Research Library (Corporate)</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Medical devices (Auckland, N.Z.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chausiaux, Oriane</au><au>Williams, Gareth</au><au>Nieznański, Michał</au><au>Bagdu, Adem</au><au>Downer, Philip</au><au>Keyser, Melanie</au><au>Husheer, Shamus</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Evaluation of the Accuracy of a Video and AI Solution to Measure Lower Leg and Foot Volume</atitle><jtitle>Medical devices (Auckland, N.Z.)</jtitle><addtitle>Med Devices (Auckl)</addtitle><date>2021-01-01</date><risdate>2021</risdate><volume>14</volume><spage>105</spage><epage>118</epage><pages>105-118</pages><issn>1179-1470</issn><eissn>1179-1470</eissn><abstract>Peripheral edema, change in foot volume, is a marker of congestion which is regularly assessed in routine clinical care. A novel video and Artificial Intelligence (AI)-based solution used to measure anatomical parameters, including volume and foot length, Heartfelt HF-1, is compared to the laboratory gold standard (water displacement) and a medical disposable measuring tape. 58 healthy volunteers were measured with the Heartfelt device; 22 were also measured with the water displacement method and 19 with the medical tape. Bland-Altman analysis was performed for both volumes and foot lengths. Left/right foot differences provided covariance-corrected standard error of measurement (ccSEM) and minimum detectable difference (MDD) for each measurement method. Heartfelt device measured volumes displayed excellent correlation to the gold standard (water displacement), with Bland-Altman bias of +32mL ±81mL (1 std.dev). Clinically important change in foot volume is approximately 13%. Water displacement yielded ccSEM of ± 32.1mL and MDD of 90mL (6.7% of average foot volume), while the Heartfelt device measurements yielded ccSEM of ±12.6mL and MDD of 35.3mL (2.6% of average foot volume). The majority of differences were attributable to manual positioning of the patient foot in the waterbath. This study finds that in clinical and non-clinical settings, the Heartfelt device measures foot volume and length more precisely than either the water displacement technique or manual foot length measurements using a medical disposable tape, while having an excellent agreement with these methods.</abstract><cop>New Zealand</cop><pub>Dove Medical Press Limited</pub><pmid>33880069</pmid><doi>10.2147/MDER.S297713</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-6665-2437</orcidid><orcidid>https://orcid.org/0000-0002-2819-7795</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 1179-1470
ispartof Medical devices (Auckland, N.Z.), 2021-01, Vol.14, p.105-118
issn 1179-1470
1179-1470
language eng
recordid cdi_doaj_primary_oai_doaj_org_article_705a3bf993c544d1ac4651efbef5ea3c
source Open Access: PubMed Central; Taylor & Francis Open Access; Publicly Available Content Database
subjects Ankle
Automation
Clinical medicine
Clinical trials
Comparative analysis
congestion
Edema
heart failure
lymphedema
Measurement
medical device
Medical equipment
Methods
Original Research
Patients
peripheral edema
Physiological apparatus
renal disease
title Evaluation of the Accuracy of a Video and AI Solution to Measure Lower Leg and Foot Volume
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-23T13%3A46%3A20IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_doaj_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Evaluation%20of%20the%20Accuracy%20of%20a%20Video%20and%20AI%20Solution%20to%20Measure%20Lower%20Leg%20and%20Foot%20Volume&rft.jtitle=Medical%20devices%20(Auckland,%20N.Z.)&rft.au=Chausiaux,%20Oriane&rft.date=2021-01-01&rft.volume=14&rft.spage=105&rft.epage=118&rft.pages=105-118&rft.issn=1179-1470&rft.eissn=1179-1470&rft_id=info:doi/10.2147/MDER.S297713&rft_dat=%3Cgale_doaj_%3EA681134981%3C/gale_doaj_%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c576t-20ea709d809b52e706c3ed718c337c4f761be401dfdc81db0a55499922c2ade53%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2513676737&rft_id=info:pmid/33880069&rft_galeid=A681134981&rfr_iscdi=true