How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals

A comprehensive overview of medical AI devices approved by the US Food and Drug Administration sheds new light on limitations of the evaluation process that can mask vulnerabilities of devices when they are deployed on patients.

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Nature medicine 2021-04, Vol.27 (4), p.582-584
Hauptverfasser: Wu, Eric, Wu, Kevin, Daneshjou, Roxana, Ouyang, David, Ho, Daniel E., Zou, James
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page 584
container_issue 4
container_start_page 582
container_title Nature medicine
container_volume 27
creator Wu, Eric
Wu, Kevin
Daneshjou, Roxana
Ouyang, David
Ho, Daniel E.
Zou, James
description A comprehensive overview of medical AI devices approved by the US Food and Drug Administration sheds new light on limitations of the evaluation process that can mask vulnerabilities of devices when they are deployed on patients.
doi_str_mv 10.1038/s41591-021-01312-x
format Article
fullrecord <record><control><sourceid>gale_webof</sourceid><recordid>TN_cdi_gale_infotracmisc_A658607795</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><galeid>A658607795</galeid><sourcerecordid>A658607795</sourcerecordid><originalsourceid>FETCH-LOGICAL-c579t-b9e89f370940fbc2eb312cb91060de465a257dc7654aa002452e8faf1e4e047f3</originalsourceid><addsrcrecordid>eNqN0u9r1DAYB_AiipvTf8AXUhBEkc78aJrGd8fp3MFg4C98F3Lpk1tG29ySdrv99z63OzdPhoy2JCSfJ22ab5a9pOSQEl5_SCUVihaE4UM5ZcXqUbZPRVkVVJJfj7FPZF3USlR72bOUzgkhnAj1NNvjvGZEqXo_WxyHq7yDxlvT5pNZ3sClt5ByEyGHS9OOZoDmY976zg9m8KHHqb7JI9jQddA32zEXQ4cTeJv2OvmUB5cffZrkZrmMAZdJz7MnDht4sW0Psh9Hn79Pj4uT0y-z6eSksEKqoZgrqJXjkqiSuLllMMd92bmipCINlJUwTMjGykqUxhDCSsGgdsZRKIGU0vGD7O1mXXzvxQhp0J1PFtrW9BDGpJkgiklWEo709T_0PIwRN7BWlBMppFB3amFa0L53YYjGrhfVk0rUFZFSCVTFPWoBPUTThh6cx-Edf3iPx6uBztt7C97tFKAZYDUszJiSnn37-nB7-nPXvvnLnoFph7MU2vHmWHch20AbQ0oRnF5G35l4rSnR6zjqTRw1xlHfxFGvsOjV9hePcwzZbcmf_CF4vwFXMA8uWQ-9hVuGga14pTil2CMMdf1wPd0GdhrGfsBSvilNyPsFxLvD_s_3_wYHmQcB</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2513075759</pqid></control><display><type>article</type><title>How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals</title><source>MEDLINE</source><source>Web of Science - Science Citation Index Expanded - 2021&lt;img src="https://exlibris-pub.s3.amazonaws.com/fromwos-v2.jpg" /&gt;</source><source>Nature Journals Online</source><source>Alma/SFX Local Collection</source><creator>Wu, Eric ; Wu, Kevin ; Daneshjou, Roxana ; Ouyang, David ; Ho, Daniel E. ; Zou, James</creator><creatorcontrib>Wu, Eric ; Wu, Kevin ; Daneshjou, Roxana ; Ouyang, David ; Ho, Daniel E. ; Zou, James</creatorcontrib><description>A comprehensive overview of medical AI devices approved by the US Food and Drug Administration sheds new light on limitations of the evaluation process that can mask vulnerabilities of devices when they are deployed on patients.</description><identifier>ISSN: 1078-8956</identifier><identifier>EISSN: 1546-170X</identifier><identifier>DOI: 10.1038/s41591-021-01312-x</identifier><identifier>PMID: 33820998</identifier><language>eng</language><publisher>New York: Nature Publishing Group US</publisher><subject>631/114/2413 ; 692/308 ; 706/703 ; Algorithms ; Artificial Intelligence ; Bias ; Biochemistry &amp; Molecular Biology ; Biomedical and Life Sciences ; Biomedicine ; Cancer Research ; Case studies ; Cell Biology ; Comment ; Databases as Topic ; Device Approval ; Equipment and Supplies ; Evaluation ; FDA approval ; Humans ; Infectious Diseases ; Licensing, certification and accreditation ; Life Sciences &amp; Biomedicine ; Medical equipment ; Medicine, Research &amp; Experimental ; Metabolic Diseases ; Molecular Medicine ; Neurosciences ; Patients ; Physiological apparatus ; Pneumothorax ; Research &amp; Experimental Medicine ; Science &amp; Technology ; United States ; United States Food and Drug Administration</subject><ispartof>Nature medicine, 2021-04, Vol.27 (4), p.582-584</ispartof><rights>The Author(s), under exclusive licence to Springer Nature America, Inc. 2021</rights><rights>COPYRIGHT 2021 Nature Publishing Group</rights><rights>The Author(s), under exclusive licence to Springer Nature America, Inc. 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>true</woscitedreferencessubscribed><woscitedreferencescount>219</woscitedreferencescount><woscitedreferencesoriginalsourcerecordid>wos000636931100002</woscitedreferencesoriginalsourcerecordid><citedby>FETCH-LOGICAL-c579t-b9e89f370940fbc2eb312cb91060de465a257dc7654aa002452e8faf1e4e047f3</citedby><cites>FETCH-LOGICAL-c579t-b9e89f370940fbc2eb312cb91060de465a257dc7654aa002452e8faf1e4e047f3</cites><orcidid>0000-0001-7988-9356 ; 0000-0001-8880-4764</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>315,781,785,27929,27930,39263</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33820998$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Wu, Eric</creatorcontrib><creatorcontrib>Wu, Kevin</creatorcontrib><creatorcontrib>Daneshjou, Roxana</creatorcontrib><creatorcontrib>Ouyang, David</creatorcontrib><creatorcontrib>Ho, Daniel E.</creatorcontrib><creatorcontrib>Zou, James</creatorcontrib><title>How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals</title><title>Nature medicine</title><addtitle>Nat Med</addtitle><addtitle>NAT MED</addtitle><addtitle>Nat Med</addtitle><description>A comprehensive overview of medical AI devices approved by the US Food and Drug Administration sheds new light on limitations of the evaluation process that can mask vulnerabilities of devices when they are deployed on patients.</description><subject>631/114/2413</subject><subject>692/308</subject><subject>706/703</subject><subject>Algorithms</subject><subject>Artificial Intelligence</subject><subject>Bias</subject><subject>Biochemistry &amp; Molecular Biology</subject><subject>Biomedical and Life Sciences</subject><subject>Biomedicine</subject><subject>Cancer Research</subject><subject>Case studies</subject><subject>Cell Biology</subject><subject>Comment</subject><subject>Databases as Topic</subject><subject>Device Approval</subject><subject>Equipment and Supplies</subject><subject>Evaluation</subject><subject>FDA approval</subject><subject>Humans</subject><subject>Infectious Diseases</subject><subject>Licensing, certification and accreditation</subject><subject>Life Sciences &amp; Biomedicine</subject><subject>Medical equipment</subject><subject>Medicine, Research &amp; Experimental</subject><subject>Metabolic Diseases</subject><subject>Molecular Medicine</subject><subject>Neurosciences</subject><subject>Patients</subject><subject>Physiological apparatus</subject><subject>Pneumothorax</subject><subject>Research &amp; Experimental Medicine</subject><subject>Science &amp; Technology</subject><subject>United States</subject><subject>United States Food and Drug Administration</subject><issn>1078-8956</issn><issn>1546-170X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>HGBXW</sourceid><sourceid>EIF</sourceid><sourceid>8G5</sourceid><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><sourceid>GUQSH</sourceid><sourceid>M2O</sourceid><recordid>eNqN0u9r1DAYB_AiipvTf8AXUhBEkc78aJrGd8fp3MFg4C98F3Lpk1tG29ySdrv99z63OzdPhoy2JCSfJ22ab5a9pOSQEl5_SCUVihaE4UM5ZcXqUbZPRVkVVJJfj7FPZF3USlR72bOUzgkhnAj1NNvjvGZEqXo_WxyHq7yDxlvT5pNZ3sClt5ByEyGHS9OOZoDmY976zg9m8KHHqb7JI9jQddA32zEXQ4cTeJv2OvmUB5cffZrkZrmMAZdJz7MnDht4sW0Psh9Hn79Pj4uT0y-z6eSksEKqoZgrqJXjkqiSuLllMMd92bmipCINlJUwTMjGykqUxhDCSsGgdsZRKIGU0vGD7O1mXXzvxQhp0J1PFtrW9BDGpJkgiklWEo709T_0PIwRN7BWlBMppFB3amFa0L53YYjGrhfVk0rUFZFSCVTFPWoBPUTThh6cx-Edf3iPx6uBztt7C97tFKAZYDUszJiSnn37-nB7-nPXvvnLnoFph7MU2vHmWHch20AbQ0oRnF5G35l4rSnR6zjqTRw1xlHfxFGvsOjV9hePcwzZbcmf_CF4vwFXMA8uWQ-9hVuGga14pTil2CMMdf1wPd0GdhrGfsBSvilNyPsFxLvD_s_3_wYHmQcB</recordid><startdate>20210401</startdate><enddate>20210401</enddate><creator>Wu, Eric</creator><creator>Wu, Kevin</creator><creator>Daneshjou, Roxana</creator><creator>Ouyang, David</creator><creator>Ho, Daniel E.</creator><creator>Zou, James</creator><general>Nature Publishing Group US</general><general>NATURE PORTFOLIO</general><general>Nature Publishing Group</general><scope>BLEPL</scope><scope>DTL</scope><scope>HGBXW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>IOV</scope><scope>ISR</scope><scope>3V.</scope><scope>7QG</scope><scope>7QL</scope><scope>7QP</scope><scope>7QR</scope><scope>7T5</scope><scope>7TK</scope><scope>7TM</scope><scope>7TO</scope><scope>7U7</scope><scope>7U9</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>88I</scope><scope>8AO</scope><scope>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2O</scope><scope>M2P</scope><scope>M7N</scope><scope>M7P</scope><scope>MBDVC</scope><scope>P64</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope><scope>RC3</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-7988-9356</orcidid><orcidid>https://orcid.org/0000-0001-8880-4764</orcidid></search><sort><creationdate>20210401</creationdate><title>How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals</title><author>Wu, Eric ; Wu, Kevin ; Daneshjou, Roxana ; Ouyang, David ; Ho, Daniel E. ; Zou, James</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c579t-b9e89f370940fbc2eb312cb91060de465a257dc7654aa002452e8faf1e4e047f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>631/114/2413</topic><topic>692/308</topic><topic>706/703</topic><topic>Algorithms</topic><topic>Artificial Intelligence</topic><topic>Bias</topic><topic>Biochemistry &amp; Molecular Biology</topic><topic>Biomedical and Life Sciences</topic><topic>Biomedicine</topic><topic>Cancer Research</topic><topic>Case studies</topic><topic>Cell Biology</topic><topic>Comment</topic><topic>Databases as Topic</topic><topic>Device Approval</topic><topic>Equipment and Supplies</topic><topic>Evaluation</topic><topic>FDA approval</topic><topic>Humans</topic><topic>Infectious Diseases</topic><topic>Licensing, certification and accreditation</topic><topic>Life Sciences &amp; Biomedicine</topic><topic>Medical equipment</topic><topic>Medicine, Research &amp; Experimental</topic><topic>Metabolic Diseases</topic><topic>Molecular Medicine</topic><topic>Neurosciences</topic><topic>Patients</topic><topic>Physiological apparatus</topic><topic>Pneumothorax</topic><topic>Research &amp; Experimental Medicine</topic><topic>Science &amp; Technology</topic><topic>United States</topic><topic>United States Food and Drug Administration</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Wu, Eric</creatorcontrib><creatorcontrib>Wu, Kevin</creatorcontrib><creatorcontrib>Daneshjou, Roxana</creatorcontrib><creatorcontrib>Ouyang, David</creatorcontrib><creatorcontrib>Ho, Daniel E.</creatorcontrib><creatorcontrib>Zou, James</creatorcontrib><collection>Web of Science Core Collection</collection><collection>Science Citation Index Expanded</collection><collection>Web of Science - Science Citation Index Expanded - 2021</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Gale In Context: Opposing Viewpoints</collection><collection>Gale In Context: Science</collection><collection>ProQuest Central (Corporate)</collection><collection>Animal Behavior Abstracts</collection><collection>Bacteriology Abstracts (Microbiology B)</collection><collection>Calcium &amp; Calcified Tissue Abstracts</collection><collection>Chemoreception Abstracts</collection><collection>Immunology Abstracts</collection><collection>Neurosciences Abstracts</collection><collection>Nucleic Acids Abstracts</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>Toxicology Abstracts</collection><collection>Virology and AIDS Abstracts</collection><collection>Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Science Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>Proquest Central</collection><collection>Natural Science Collection</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Research Library</collection><collection>Science Database</collection><collection>Algology Mycology and Protozoology Abstracts (Microbiology C)</collection><collection>Biological Science Database</collection><collection>Research Library (Corporate)</collection><collection>Biotechnology and BioEngineering Abstracts</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 Basic</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Nature medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Wu, Eric</au><au>Wu, Kevin</au><au>Daneshjou, Roxana</au><au>Ouyang, David</au><au>Ho, Daniel E.</au><au>Zou, James</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals</atitle><jtitle>Nature medicine</jtitle><stitle>Nat Med</stitle><stitle>NAT MED</stitle><addtitle>Nat Med</addtitle><date>2021-04-01</date><risdate>2021</risdate><volume>27</volume><issue>4</issue><spage>582</spage><epage>584</epage><pages>582-584</pages><issn>1078-8956</issn><eissn>1546-170X</eissn><abstract>A comprehensive overview of medical AI devices approved by the US Food and Drug Administration sheds new light on limitations of the evaluation process that can mask vulnerabilities of devices when they are deployed on patients.</abstract><cop>New York</cop><pub>Nature Publishing Group US</pub><pmid>33820998</pmid><doi>10.1038/s41591-021-01312-x</doi><tpages>3</tpages><orcidid>https://orcid.org/0000-0001-7988-9356</orcidid><orcidid>https://orcid.org/0000-0001-8880-4764</orcidid></addata></record>
fulltext fulltext
identifier ISSN: 1078-8956
ispartof Nature medicine, 2021-04, Vol.27 (4), p.582-584
issn 1078-8956
1546-170X
language eng
recordid cdi_gale_infotracmisc_A658607795
source MEDLINE; Web of Science - Science Citation Index Expanded - 2021<img src="https://exlibris-pub.s3.amazonaws.com/fromwos-v2.jpg" />; Nature Journals Online; Alma/SFX Local Collection
subjects 631/114/2413
692/308
706/703
Algorithms
Artificial Intelligence
Bias
Biochemistry & Molecular Biology
Biomedical and Life Sciences
Biomedicine
Cancer Research
Case studies
Cell Biology
Comment
Databases as Topic
Device Approval
Equipment and Supplies
Evaluation
FDA approval
Humans
Infectious Diseases
Licensing, certification and accreditation
Life Sciences & Biomedicine
Medical equipment
Medicine, Research & Experimental
Metabolic Diseases
Molecular Medicine
Neurosciences
Patients
Physiological apparatus
Pneumothorax
Research & Experimental Medicine
Science & Technology
United States
United States Food and Drug Administration
title How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-14T14%3A48%3A16IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-gale_webof&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=How%20medical%20AI%20devices%20are%20evaluated:%20limitations%20and%20recommendations%20from%20an%20analysis%20of%20FDA%20approvals&rft.jtitle=Nature%20medicine&rft.au=Wu,%20Eric&rft.date=2021-04-01&rft.volume=27&rft.issue=4&rft.spage=582&rft.epage=584&rft.pages=582-584&rft.issn=1078-8956&rft.eissn=1546-170X&rft_id=info:doi/10.1038/s41591-021-01312-x&rft_dat=%3Cgale_webof%3EA658607795%3C/gale_webof%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2513075759&rft_id=info:pmid/33820998&rft_galeid=A658607795&rfr_iscdi=true