{"id":"https://openalex.org/W3008682593","doi":"https://doi.org/10.1117/12.2549277","title":"A machine leaning approach for abdominal aortic aneurysm severity assessment using geometric, biomechanical, and patient-specific historical clinical features","display_name":"A machine leaning approach for abdominal aortic aneurysm severity assessment using geometric, biomechanical, and patient-specific historical clinical features","publication_year":2020,"publication_date":"2020-02-28","ids":{"openalex":"https://openalex.org/W3008682593","doi":"https://doi.org/10.1117/12.2549277","mag":"3008682593","pmid":"https://pubmed.ncbi.nlm.nih.gov/32699462"},"language":"en","primary_location":{"id":"doi:10.1117/12.2549277","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2549277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Biomedical Applications in Molecular, Structural, and Functional Imaging","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7375747","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045498440","display_name":"Golnaz Jalalahmadi","orcid":null},"institutions":[{"id":"https://openalex.org/I155173764","display_name":"Rochester Institute of Technology","ror":"https://ror.org/00v4yb702","country_code":"US","type":"education","lineage":["https://openalex.org/I155173764"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Golnaz Jalalahmadi","raw_affiliation_strings":["Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, USA","Rochester Institute of Technology (United States)"],"affiliations":[{"raw_affiliation_string":"Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, USA","institution_ids":["https://openalex.org/I155173764"]},{"raw_affiliation_string":"Rochester Institute of Technology (United States)","institution_ids":["https://openalex.org/I155173764"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072106428","display_name":"Mar\u00eda Helguera","orcid":"https://orcid.org/0000-0002-5540-7268"},"institutions":[{"id":"https://openalex.org/I155173764","display_name":"Rochester Institute of Technology","ror":"https://ror.org/00v4yb702","country_code":"US","type":"education","lineage":["https://openalex.org/I155173764"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mar\u00eda Helguera","raw_affiliation_strings":["Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, USA","Instituto Tecnol\u00f3gico Jos\u00e9 Mario Molina Pasquel y Henr\u00edquez - Unidad Lagos de Moreno, Jalisco, M\u00e9xico","Rochester Institute of Technology (United States)","Instituto Tecnol\u00f3gico Jos\u00e9 Mario Molina Pasquel y Henr\u00edquez (Mexico)"],"affiliations":[{"raw_affiliation_string":"Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, USA","institution_ids":["https://openalex.org/I155173764"]},{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Jos\u00e9 Mario Molina Pasquel y Henr\u00edquez - Unidad Lagos de Moreno, Jalisco, M\u00e9xico","institution_ids":[]},{"raw_affiliation_string":"Rochester Institute of Technology (United States)","institution_ids":["https://openalex.org/I155173764"]},{"raw_affiliation_string":"Instituto Tecnol\u00f3gico Jos\u00e9 Mario Molina Pasquel y Henr\u00edquez (Mexico)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085736904","display_name":"Cristian A. Linte","orcid":"https://orcid.org/0000-0001-7602-7937"},"institutions":[{"id":"https://openalex.org/I155173764","display_name":"Rochester Institute of Technology","ror":"https://ror.org/00v4yb702","country_code":"US","type":"education","lineage":["https://openalex.org/I155173764"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cristian A. Linte","raw_affiliation_strings":["Biomedical Engineering Department, Rochester Institute of Technology, Rochester, USA","Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, USA","Rochester Institute of Technology (United States)"],"affiliations":[{"raw_affiliation_string":"Biomedical Engineering Department, Rochester Institute of Technology, Rochester, USA","institution_ids":["https://openalex.org/I155173764"]},{"raw_affiliation_string":"Chester F. Carlson Center for Imaging Science, Rochester Institute of Technology, Rochester, USA","institution_ids":["https://openalex.org/I155173764"]},{"raw_affiliation_string":"Rochester Institute of Technology (United States)","institution_ids":["https://openalex.org/I155173764"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5045498440"],"corresponding_institution_ids":["https://openalex.org/I155173764"],"apc_list":null,"apc_paid":null,"fwci":0.504,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.68299109,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"11317","issue":null,"first_page":"38","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10983","display_name":"Aortic aneurysm repair treatments","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10983","display_name":"Aortic aneurysm repair treatments","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T11930","display_name":"Cardiac, Anesthesia and Surgical Outcomes","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T11700","display_name":"Hemodynamic Monitoring and Therapy","score":0.9639000296592712,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/abdominal-aortic-aneurysm","display_name":"Abdominal aortic aneurysm","score":0.7910799980163574},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4461633563041687},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.44614097476005554},{"id":"https://openalex.org/keywords/biomechanics","display_name":"Biomechanics","score":0.4401085078716278},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4397059977054596},{"id":"https://openalex.org/keywords/aneurysm","display_name":"Aneurysm","score":0.33256566524505615},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.2866009473800659},{"id":"https://openalex.org/keywords/anatomy","display_name":"Anatomy","score":0.10917878150939941}],"concepts":[{"id":"https://openalex.org/C2779993416","wikidata":"https://www.wikidata.org/wiki/Q2256736","display_name":"Abdominal aortic aneurysm","level":3,"score":0.7910799980163574},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4461633563041687},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44614097476005554},{"id":"https://openalex.org/C170700871","wikidata":"https://www.wikidata.org/wiki/Q193378","display_name":"Biomechanics","level":2,"score":0.4401085078716278},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4397059977054596},{"id":"https://openalex.org/C2776098176","wikidata":"https://www.wikidata.org/wiki/Q189389","display_name":"Aneurysm","level":2,"score":0.33256566524505615},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.2866009473800659},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.10917878150939941}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1117/12.2549277","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2549277","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2020: Biomedical Applications in Molecular, Structural, and Functional Imaging","raw_type":"proceedings-article"},{"id":"pmid:32699462","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32699462","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":"Proceedings of SPIE--the International Society for Optical Engineering","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:7375747","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7375747","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:7375747","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7375747","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc SPIE Int Soc Opt Eng","raw_type":"Text"},"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1976651550","https://openalex.org/W2000831039","https://openalex.org/W2014219950","https://openalex.org/W2020212963","https://openalex.org/W2053736699","https://openalex.org/W2073252272","https://openalex.org/W2115891673","https://openalex.org/W2227128625","https://openalex.org/W2462292559","https://openalex.org/W2553521558","https://openalex.org/W2559385252","https://openalex.org/W2574242463","https://openalex.org/W2604584780","https://openalex.org/W2767592665","https://openalex.org/W2792231465","https://openalex.org/W2826193611","https://openalex.org/W2888371442","https://openalex.org/W2905313520","https://openalex.org/W2935827281"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3031052312","https://openalex.org/W4389568370","https://openalex.org/W3032375762","https://openalex.org/W1995515455","https://openalex.org/W2080531066","https://openalex.org/W3108674512","https://openalex.org/W1506200166","https://openalex.org/W2757358183","https://openalex.org/W2137190715"],"abstract_inverted_index":{"Recent":[0],"studies":[1],"monitoring":[2],"severity":[3],"of":[4,60,89,117,152,166,173],"abdominal":[5],"aortic":[6],"aneurysm":[7],"(AAA)":[8],"suggested":[9],"that":[10,52,137,149,156],"reliance":[11],"on":[12],"only":[13],"the":[14,46,81,87,101,129,142,170],"maximum":[15],"transverse":[16],"diameter":[17],"(":[18],"<b><i>D</i></b>":[19,106],"<sub><b><i>max</i></b>":[20,107],"</sub>":[21,108],")":[22],"may":[23,161],"be":[24],"insufficient":[25],"to":[26,99],"predict":[27],"AAA":[28,43,61,159,167],"rupture":[29],"risk.":[30],"Moreover,":[31],"geometric":[32],"indices,":[33],"biomechanical":[34],"parameters,":[35],"material":[36],"properties,":[37],"and":[38],"patient-specific":[39],"historical":[40],"data":[41],"affect":[42],"morphology,":[44],"indicating":[45],"need":[47],"for":[48,56,176],"an":[49],"integrative":[50],"approach":[51],"incorporates":[53],"all":[54,118],"factors":[55],"more":[57],"accurate":[58],"estimation":[59],"severity.":[62],"We":[63],"implemented":[64],"a":[65,110,115,124,150,163],"machine":[66,174],"learning":[67,175],"algorithm":[68,85],"using":[69,80,105,114,123],"45":[70],"features":[71],"extracted":[72],"from":[73],"66":[74],"patients.":[75],"The":[76],"model":[77,91],"was":[78],"generated":[79],"J48":[82],"decision":[83],"tree":[84],"with":[86],"aim":[88],"maximizing":[90],"accuracy.":[92,145],"Three":[93],"different":[94],"feature":[95,125,131,139],"sets":[96],"were":[97],"used":[98],"assess":[100],"prediction":[102,144],"rate:":[103],"i)":[104],"as":[109],"single-feature":[111],"set,":[112],"ii)":[113],"set":[116,126],"features,":[119],"and,":[120],"lastly":[121],"iii)":[122],"selected":[127],"via":[128],"BestFirst":[130,138],"selection":[132,140],"algorithm.":[133],"Our":[134],"results":[135,147],"indicate":[136,148],"yielded":[141],"highest":[143],"These":[146],"combination":[151],"several":[153],"specific":[154],"parameters":[155],"comprehensively":[157],"capture":[158],"behavior":[160],"enable":[162],"suitable":[164],"assessment":[165],"severity,":[168],"suggesting":[169],"potential":[171],"benefit":[172],"this":[177],"application.":[178]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-10-10T00:00:00"}