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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...
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Published in: | Medical devices (Auckland, N.Z.) N.Z.), 2021-01, Vol.14, p.105-118 |
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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 |
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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 & 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> |
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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 |
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