{"id":"https://openalex.org/W4386609141","doi":"https://doi.org/10.1109/access.2023.3314380","title":"Radiology Decision Support System for Selecting Appropriate CT Imaging Titles Using Machine Learning Techniques Based on Electronic Medical Records","display_name":"Radiology Decision Support System for Selecting Appropriate CT Imaging Titles Using Machine Learning Techniques Based on Electronic Medical Records","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4386609141","doi":"https://doi.org/10.1109/access.2023.3314380"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3314380","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10247034.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10247034.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077160347","display_name":"Peyman Shokrollahi","orcid":"https://orcid.org/0000-0002-9969-1504"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peyman Shokrollahi","raw_affiliation_strings":["Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019424010","display_name":"Juan Manuel Zambrano Chaves","orcid":"https://orcid.org/0000-0002-7274-8072"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Juan M. Zambrano Chaves","raw_affiliation_strings":["Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108305289","display_name":"Jonathan P. H. Lam","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan P. H. Lam","raw_affiliation_strings":["Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109699646","display_name":"Avishkar Sharma","orcid":null},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Avishkar Sharma","raw_affiliation_strings":["Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102999838","display_name":"Debashish Pal","orcid":"https://orcid.org/0000-0001-9113-6787"},"institutions":[],"countries":["US"],"is_corresponding":false,"raw_author_name":"Debashish Pal","raw_affiliation_strings":["GE HealthCare, Sunnyvale, CA, USA"],"affiliations":[{"raw_affiliation_string":"GE HealthCare, Sunnyvale, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073945430","display_name":"Naeim Bahrami","orcid":"https://orcid.org/0000-0001-7491-3302"},"institutions":[],"countries":["US"],"is_corresponding":false,"raw_author_name":"Naeim Bahrami","raw_affiliation_strings":["GE HealthCare, Sunnyvale, CA, USA"],"affiliations":[{"raw_affiliation_string":"GE HealthCare, Sunnyvale, CA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064829377","display_name":"Akshay Chaudhari","orcid":"https://orcid.org/0000-0002-3667-6796"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akshay S. Chaudhari","raw_affiliation_strings":["Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033895040","display_name":"Andreas M. Loening","orcid":"https://orcid.org/0000-0003-3316-7467"},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andreas M. Loening","raw_affiliation_strings":["Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Radiology, School of Medicine, Stanford University, Stanford, CA, USA","institution_ids":["https://openalex.org/I97018004"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850,"provenance":"doaj"},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850,"provenance":"doaj"},"fwci":0.465,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":1,"citation_normalized_percentile":{"value":0.546244,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":67,"max":78},"biblio":{"volume":"11","issue":null,"first_page":"99222","last_page":"99236"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.994,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.994,"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9824,"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"}},{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9819,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/gradient-boosting","display_name":"Gradient boosting","score":0.6488469},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting","score":0.60319614}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7315947},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7284007},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.6488469},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.60821617},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.60319614},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5596036},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.54559356},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.49084026},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.46712902},{"id":"https://openalex.org/C45357846","wikidata":"https://www.wikidata.org/wiki/Q2001982","display_name":"Notation","level":2,"score":0.43425208},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.32621968},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21388155},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3314380","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10247034.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3314380","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10247034.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_indexed_in_scopus":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[{"score":0.71,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, justice, and strong institutions"}],"grants":[{"funder":"https://openalex.org/F4320307759","funder_display_name":"General Electric","award_id":null}],"datasets":[],"versions":[],"referenced_works_count":55,"referenced_works":["https://openalex.org/W1503398984","https://openalex.org/W1506236803","https://openalex.org/W2032878939","https://openalex.org/W2036184585","https://openalex.org/W2066525392","https://openalex.org/W2099454382","https://openalex.org/W2118978333","https://openalex.org/W2276849971","https://openalex.org/W2295598076","https://openalex.org/W2322695415","https://openalex.org/W2498672755","https://openalex.org/W2538183362","https://openalex.org/W2549775784","https://openalex.org/W2569168369","https://openalex.org/W2576445855","https://openalex.org/W2756043273","https://openalex.org/W2766934786","https://openalex.org/W2795630411","https://openalex.org/W2809254203","https://openalex.org/W2900910515","https://openalex.org/W2911964244","https://openalex.org/W2945976633","https://openalex.org/W2958968183","https://openalex.org/W2979475731","https://openalex.org/W2984180898","https://openalex.org/W2999615587","https://openalex.org/W3004088204","https://openalex.org/W3005352289","https://openalex.org/W3015264156","https://openalex.org/W3080627676","https://openalex.org/W3080893417","https://openalex.org/W3083622693","https://openalex.org/W3085950872","https://openalex.org/W3092231258","https://openalex.org/W3103934428","https://openalex.org/W3112344197","https://openalex.org/W3122882518","https://openalex.org/W3126673261","https://openalex.org/W3160337168","https://openalex.org/W3162930401","https://openalex.org/W3163418917","https://openalex.org/W3177333521","https://openalex.org/W3188036383","https://openalex.org/W3201999399","https://openalex.org/W3202012590","https://openalex.org/W3208808020","https://openalex.org/W3209820513","https://openalex.org/W38301456","https://openalex.org/W4200453770","https://openalex.org/W4229036772","https://openalex.org/W4237015749","https://openalex.org/W4241338190","https://openalex.org/W4285021577","https://openalex.org/W4290635396","https://openalex.org/W4292013847"],"related_works":["https://openalex.org/W4310492845","https://openalex.org/W4310224730","https://openalex.org/W4289703016","https://openalex.org/W3137904399","https://openalex.org/W3094138326","https://openalex.org/W2967733078","https://openalex.org/W2885778889","https://openalex.org/W2885516856","https://openalex.org/W2766514146","https://openalex.org/W1985505753"],"abstract_inverted_index":{"Radiologists":[0],"use":[1],"an":[2,43,59,135],"imaging":[3,19,94,226],"order":[4,53,218],"from":[5,50],"the":[6,16,116,122,163,180,212,216,220],"ordering":[7],"physician,":[8],"which":[9,232],"includes":[10],"a":[11,130],"radiology":[12,22,48,89,119,188,204,213],"title,":[13],"to":[14,41,45,87,114,209],"select":[15],"most":[17],"suitable":[18],"protocol.":[20],"Inappropriate":[21],"titles":[23,49,90,120,189,205],"can":[24,186,198],"disrupt":[25],"protocol":[26],"selection":[27],"and":[28,81,105,148,190,206,219,228],"result":[29],"in":[30,215],"mistaken":[31],"or":[32],"delayed":[33],"diagnosis.":[34],"The":[35,55,109,125,195],"objective":[36],"of":[37,61,91,102,139,150,175],"this":[38],"work":[39],"is":[40,58],"develop":[42],"algorithm":[44],"predict":[46,115,187],"correct":[47],"incoming":[51],"exam":[52,217],"data.":[54],"proposed":[56,196],"instrument":[57],"ensemble":[60,164],"five":[62],"decision":[63],"tree-based":[64],"machine":[65],"learning":[66],"(ML)":[67],"techniques":[68,185],"(Light":[69],"Gradient":[70,74],"Boosting":[71,75,84],"Machine,":[72,76],"eXtreme":[73],"Random":[77,82],"Forest,":[78],"Adaptive":[79],"Boosting,":[80],"UnderSampling":[83],"Model)":[85],"trained":[86],"recommend":[88],"computed":[92],"tomography":[93],"examinations":[95],"based":[96],"on":[97],"electronic":[98],"medical":[99],"records.":[100],"Issues":[101],"imbalanced":[103],"data":[104],"generalization":[106],"were":[107,112,127],"addressed.":[108],"tuned":[110],"models":[111,126],"used":[113],"top":[117,181],"three":[118,182],"for":[121,159,179],"radiologist":[123],"revision.":[124],"evaluated":[128],"using":[129],"10-fold":[131],"cross-validation":[132],"method,":[133],"yielding":[134],"approximate":[136],"average":[137,173],"accuracy":[138,174],"":[142,153],"$80.5\\%":[144],"\\pm":[145,156],"2.02\\%$":[146],"":[147,158],"F1-score":[149],"notation=\"LaTeX\">$80.3\\%":[155],"1.67\\%$":[157],"all":[160],"models,":[161],"while":[162],"classifier":[165],"(~83%":[166],"F1-score)":[167],"outperformed":[168],"individual":[169],"models.":[170],"An":[171],"accumulated":[172],"~92%":[176],"was":[177],"obtained":[178],"predictions.":[183],"ML":[184],"identify":[191],"highly":[192],"important":[193],"features.":[194],"system":[197],"guide":[199],"physicians":[200],"toward":[201],"selecting":[202],"appropriate":[203],"alert":[207],"radiologists":[208],"inconsistencies":[210],"between":[211],"title":[214],"patient's":[221],"underlying":[222],"conditions,":[223],"thereby":[224],"improving":[225],"utility":[227],"increasing":[229],"diagnostic":[230],"accuracy,":[231],"favors":[233],"better":[234],"patient":[235],"outcomes.":[236]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4386609141","counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-01-17T17:55:55.710135","created_date":"2023-09-12"}