{"id":"https://openalex.org/W4389542984","doi":"https://doi.org/10.1109/embc40787.2023.10340900","title":"Rapid prediction of MRI-induced RF heating of active implantable medical devices using machine learning","display_name":"Rapid prediction of MRI-induced RF heating of active implantable medical devices using machine learning","publication_year":2023,"publication_date":"2023-07-24","ids":{"openalex":"https://openalex.org/W4389542984","doi":"https://doi.org/10.1109/embc40787.2023.10340900","pmid":"https://pubmed.ncbi.nlm.nih.gov/38082837"},"language":"en","primary_location":{"id":"doi:10.1109/embc40787.2023.10340900","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340900","pdf_url":"https://ieeexplore.ieee.org/ielx7/10339936/10339939/10340900.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/10339936/10339939/10340900.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067065819","display_name":"Jasmine Vu","orcid":"https://orcid.org/0000-0001-6288-1446"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jasmine Vu","raw_affiliation_strings":["Northwestern University,McCormick School of Engineering,Department of Biomedical Engineering,Evanston,IL,USA","Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA","Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University,McCormick School of Engineering,Department of Biomedical Engineering,Evanston,IL,USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046257396","display_name":"Pia Sanpitak","orcid":"https://orcid.org/0000-0002-3194-8377"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pia Sanpitak","raw_affiliation_strings":["Northwestern University,Feinberg School of Medicine,Department of Radiology,Chicago,IL,USA","Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University,Feinberg School of Medicine,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035881704","display_name":"Bhumi Bhusal","orcid":"https://orcid.org/0000-0002-4404-9784"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bhumi Bhusal","raw_affiliation_strings":["Northwestern University,Feinberg School of Medicine,Department of Radiology,Chicago,IL,USA","Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University,Feinberg School of Medicine,Department of Radiology,Chicago,IL,USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071327649","display_name":"Fuchang Jiang","orcid":"https://orcid.org/0000-0003-4161-6269"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fuchang Jiang","raw_affiliation_strings":["Northwestern University,McCormick School of Engineering,Department of Biomedical Engineering,Evanston,IL,USA","Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA","Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University,McCormick School of Engineering,Department of Biomedical Engineering,Evanston,IL,USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062500213","display_name":"Laleh Golestanirad","orcid":"https://orcid.org/0000-0003-3869-6114"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Laleh Golestanirad","raw_affiliation_strings":["Northwestern University,McCormick School of Engineering,Department of Biomedical Engineering,Evanston,IL,USA","Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA","Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University,McCormick School of Engineering,Department of Biomedical Engineering,Evanston,IL,USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]},{"raw_affiliation_string":"Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I111979921"],"apc_list":null,"apc_paid":null,"fwci":0.3863,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.70060006,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"2023","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10919","display_name":"Neurological disorders and treatments","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10958","display_name":"Ultrasound and Hyperthermia Applications","score":0.9972000122070312,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/imaging-phantom","display_name":"Imaging phantom","score":0.7086847424507141},{"id":"https://openalex.org/keywords/radio-frequency","display_name":"Radio frequency","score":0.5770471096038818},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5239325165748596},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.5195856094360352},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5108982920646667},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.49062004685401917},{"id":"https://openalex.org/keywords/scanner","display_name":"Scanner","score":0.48107242584228516},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.44494134187698364},{"id":"https://openalex.org/keywords/nuclear-magnetic-resonance","display_name":"Nuclear magnetic resonance","score":0.37973883748054504},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36466023325920105},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.3422679305076599},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.2854890823364258},{"id":"https://openalex.org/keywords/nuclear-medicine","display_name":"Nuclear medicine","score":0.25054407119750977},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14825081825256348},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.1041494607925415}],"concepts":[{"id":"https://openalex.org/C104293457","wikidata":"https://www.wikidata.org/wiki/Q28324852","display_name":"Imaging phantom","level":2,"score":0.7086847424507141},{"id":"https://openalex.org/C74064498","wikidata":"https://www.wikidata.org/wiki/Q3396184","display_name":"Radio frequency","level":2,"score":0.5770471096038818},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5239325165748596},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.5195856094360352},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5108982920646667},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.49062004685401917},{"id":"https://openalex.org/C2779751349","wikidata":"https://www.wikidata.org/wiki/Q1474480","display_name":"Scanner","level":2,"score":0.48107242584228516},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.44494134187698364},{"id":"https://openalex.org/C46141821","wikidata":"https://www.wikidata.org/wiki/Q209402","display_name":"Nuclear magnetic resonance","level":1,"score":0.37973883748054504},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36466023325920105},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.3422679305076599},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.2854890823364258},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.25054407119750977},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14825081825256348},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.1041494607925415},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006361","descriptor_name":"Heating","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013696","descriptor_name":"Temperature","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019047","descriptor_name":"Phantoms, Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019736","descriptor_name":"Prostheses and Implants","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc40787.2023.10340900","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340900","pdf_url":"https://ieeexplore.ieee.org/ielx7/10339936/10339939/10340900.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:38082837","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38082837","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10848153","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10848153","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10848153/pdf/nihms-1961369.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annu Int Conf IEEE Eng Med Biol Soc","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/embc40787.2023.10340900","is_oa":true,"landing_page_url":"http://dx.doi.org/10.1109/embc40787.2023.10340900","pdf_url":"https://ieeexplore.ieee.org/ielx7/10339936/10339939/10340900.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.7200000286102295}],"awards":[{"id":"https://openalex.org/G1170538746","display_name":null,"funder_award_id":"R03 EB032943","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"},{"id":"https://openalex.org/G3199691419","display_name":null,"funder_award_id":"T32EB025766","funder_id":"https://openalex.org/F4320337363","funder_display_name":"National Institute of Biomedical Imaging and Bioengineering"}],"funders":[{"id":"https://openalex.org/F4320337363","display_name":"National Institute of Biomedical Imaging and Bioengineering","ror":"https://ror.org/00372qc85"},{"id":"https://openalex.org/F4320338440","display_name":"HORIZON EUROPE Health","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389542984.pdf","grobid_xml":"https://content.openalex.org/works/W4389542984.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W1967011127","https://openalex.org/W2142272396","https://openalex.org/W2155626471","https://openalex.org/W2341194196","https://openalex.org/W2409659197","https://openalex.org/W2544478099","https://openalex.org/W2808220902","https://openalex.org/W2889641161","https://openalex.org/W2899489415","https://openalex.org/W2923953642","https://openalex.org/W2945424927","https://openalex.org/W2953077067","https://openalex.org/W2966422607","https://openalex.org/W2972046205","https://openalex.org/W2983480092","https://openalex.org/W3032534804","https://openalex.org/W3081518341","https://openalex.org/W3159152854","https://openalex.org/W3198100569","https://openalex.org/W3201915373","https://openalex.org/W3204751030","https://openalex.org/W4200151574","https://openalex.org/W4294975137","https://openalex.org/W4294975487","https://openalex.org/W4311674403","https://openalex.org/W4318168821"],"related_works":["https://openalex.org/W4232857084","https://openalex.org/W2417440389","https://openalex.org/W4245233074","https://openalex.org/W2167384162","https://openalex.org/W4244157427","https://openalex.org/W2001485867","https://openalex.org/W2734382758","https://openalex.org/W4385556839","https://openalex.org/W4402492658","https://openalex.org/W4378746257"],"abstract_inverted_index":{"The":[0,170],"interaction":[1],"between":[2],"an":[3,31,107,219],"active":[4],"implantable":[5],"medical":[6],"device":[7],"and":[8,218],"magnetic":[9],"resonance":[10],"imaging":[11],"(MRI)":[12],"radiofrequency":[13],"(RF)":[14],"fields":[15],"can":[16,64,263],"cause":[17],"excessive":[18],"tissue":[19,75,102],"heating.":[20],"Existing":[21],"methods":[22],"for":[23,176,191,235,247,253],"predicting":[24,188],"RF":[25,114,189,251,270],"heating":[26,190,252,271],"in":[27,73,76,100,178,187,240,255,272,278],"the":[28,49,52,55,58,74,77,97,101,104,166,179,236,273],"presence":[29,274],"of":[30,46,48,70,79,106,113,122,155,238,250,268,275],"implant":[32,221],"rely":[33],"on":[34,117],"either":[35],"extensive":[36],"phantom":[37,129],"experiments":[38,130],"or":[39,54],"electromagnetic":[40],"(EM)":[41],"simulations":[42],"with":[43,131,242],"varying":[44],"degrees":[45],"approximation":[47],"MR":[50,61,244,257,280],"environment,":[51],"patient,":[53],"implant.":[56],"On":[57],"contrary,":[59],"fast":[60,243],"thermometry":[62,245],"techniques":[63,246],"provide":[65],"a":[66,89,119,132,141,158,196,200],"reliable":[67],"real-time":[68],"map":[69],"temperature":[71,98,125,150],"rise":[72,151],"vicinity":[78],"conductive":[80],"implants.":[81],"In":[82],"this":[83],"proof-of-concept":[84],"study,":[85],"we":[86],"examined":[87],"whether":[88],"machine":[90],"learning":[91],"(ML)":[92],"based":[93,116],"model":[94,183],"could":[95],"predict":[96,149],"increase":[99],"near":[103],"tip":[105],"implanted":[108],"lead":[109],"after":[110,152],"several":[111],"minutes":[112,154],"exposure":[115],"only":[118,163],"few":[120],"seconds":[121],"experimentally":[123],"measured":[124],"values.":[126],"We":[127],"performed":[128],"commercial":[133],"deep":[134],"brain":[135],"stimulation":[136],"(DBS)":[137],"system":[138,198],"to":[139,148],"train":[140],"fully":[142],"connected":[143],"feedforward":[144],"neural":[145],"network":[146],"(NN)":[147],"~3":[153],"scanning":[156],"at":[157,199,224],"3":[159],"T":[160,205,213,226],"scanner":[161],"using":[162],"data":[164],"from":[165],"first":[167],"5":[168],"seconds.":[169],"NN":[171],"effectively":[172],"predicted":[173],"\u0394Tmax\u2014R2=":[174],"0.99":[175],"predictions":[177],"test":[180],"dataset.":[181],"Our":[182,230],"also":[184],"showed":[185],"potential":[186,234],"other":[192],"various":[193,256,279],"scenarios,":[194],"including":[195],"DBS":[197],"different":[201,209],"field":[202,210],"strength":[203],"(1.5":[204],"MRI,":[206,215,227],"R2=":[207,216,228],"0.87),":[208],"polarization":[211],"(1.2":[212],"vertical":[214],"0.79),":[217],"unseen":[220],"(cardiac":[222],"leads":[223],"1.5":[225],"0.91).":[229],"results":[231],"indicate":[232],"great":[233],"application":[237],"ML":[239],"combination":[241],"rapid":[248,266],"prediction":[249,267],"implants":[254],"environments.Clinical":[258],"Relevance\u2014":[259],"Machine":[260],"learning-based":[261],"algorithms":[262],"potentially":[264],"enable":[265],"MRI-induced":[269],"unknown":[276],"AIMDs":[277],"environments.":[281]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}