{"id":"https://openalex.org/W4380928297","doi":"https://doi.org/10.1145/3581791.3596853","title":"EMSAssist: An End-to-End Mobile Voice Assistant at the Edge for Emergency Medical Services","display_name":"EMSAssist: An End-to-End Mobile Voice Assistant at the Edge for Emergency Medical Services","publication_year":2023,"publication_date":"2023-06-16","ids":{"openalex":"https://openalex.org/W4380928297","doi":"https://doi.org/10.1145/3581791.3596853"},"language":"en","primary_location":{"id":"doi:10.1145/3581791.3596853","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581791.3596853","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581791.3596853","source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st Annual International Conference on Mobile Systems, Applications and Services","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3581791.3596853","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061871952","display_name":"Liuyi Jin","orcid":"https://orcid.org/0000-0003-0115-184X"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Liuyi Jin","raw_affiliation_strings":["Texas A&amp;M University, College Station, USA"],"raw_orcid":"https://orcid.org/0000-0003-0115-184X","affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087300196","display_name":"T. Liu","orcid":"https://orcid.org/0000-0003-1178-9548"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tian Liu","raw_affiliation_strings":["Texas A&amp;M University, College Station, USA"],"raw_orcid":"https://orcid.org/0000-0003-1178-9548","affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068645077","display_name":"Amran Haroon","orcid":"https://orcid.org/0009-0002-3902-8636"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amran Haroon","raw_affiliation_strings":["Texas A&amp;M University, College Station, United States"],"raw_orcid":"https://orcid.org/0009-0002-3902-8636","affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, United States","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083949715","display_name":"Radu Stoleru","orcid":"https://orcid.org/0000-0003-3976-4502"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Radu Stoleru","raw_affiliation_strings":["Texas A&amp;M University, College Station, United States"],"raw_orcid":"https://orcid.org/0000-0003-3976-4502","affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, United States","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011218910","display_name":"Michael Middleton","orcid":"https://orcid.org/0009-0008-0828-6839"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Middleton","raw_affiliation_strings":["Texas A&amp;M University, College Station, USA"],"raw_orcid":"https://orcid.org/0009-0008-0828-6839","affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, USA","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019994221","display_name":"Ziwei Zhu","orcid":"https://orcid.org/0000-0002-3990-4774"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ziwei Zhu","raw_affiliation_strings":["George Mason University, Fairfax, USA"],"raw_orcid":"https://orcid.org/0000-0002-3990-4774","affiliations":[{"raw_affiliation_string":"George Mason University, Fairfax, USA","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029799530","display_name":"Theodora Chaspari","orcid":"https://orcid.org/0000-0002-7603-8633"},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Theodora Chaspari","raw_affiliation_strings":["Texas A&amp;M University, College Station, USA"],"raw_orcid":"https://orcid.org/0000-0002-7603-8633","affiliations":[{"raw_affiliation_string":"Texas A&amp;M University, College Station, USA","institution_ids":["https://openalex.org/I91045830"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5061871952"],"corresponding_institution_ids":["https://openalex.org/I91045830"],"apc_list":null,"apc_paid":null,"fwci":1.8745,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.88261062,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"275","last_page":"288"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10201","display_name":"Speech Recognition and Synthesis","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12031","display_name":"Speech and dialogue systems","score":0.9782999753952026,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7849286794662476},{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.7362453937530518},{"id":"https://openalex.org/keywords/end-user","display_name":"End user","score":0.547692060470581},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.5034922957420349},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4864470660686493},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.4753917455673218},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.4477189779281616},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.4345988631248474},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4289027750492096},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3464685380458832},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.33240753412246704},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.32123517990112305},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26799219846725464},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2443528175354004},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.21269062161445618},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1327318549156189},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11997589468955994},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11514323949813843}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7849286794662476},{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.7362453937530518},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.547692060470581},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.5034922957420349},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4864470660686493},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.4753917455673218},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.4477189779281616},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.4345988631248474},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4289027750492096},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3464685380458832},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.33240753412246704},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.32123517990112305},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26799219846725464},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2443528175354004},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.21269062161445618},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1327318549156189},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11997589468955994},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11514323949813843},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C204787440","wikidata":"https://www.wikidata.org/wiki/Q188504","display_name":"Alternative medicine","level":2,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3581791.3596853","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581791.3596853","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581791.3596853","source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st Annual International Conference on Mobile Systems, Applications and Services","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3581791.3596853","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3581791.3596853","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3581791.3596853","source":null,"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 21st Annual International Conference on Mobile Systems, Applications and Services","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.7200000286102295,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G7050962495","display_name":null,"funder_award_id":"70NANB17H190","funder_id":"https://openalex.org/F4320332178","funder_display_name":"National Institute of Standards and Technology"}],"funders":[{"id":"https://openalex.org/F4320306111","display_name":"U.S. Department of Commerce","ror":"https://ror.org/04chq2495"},{"id":"https://openalex.org/F4320332178","display_name":"National Institute of Standards and Technology","ror":"https://ror.org/05xpvk416"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4380928297.pdf","grobid_xml":"https://content.openalex.org/works/W4380928297.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1034019924","https://openalex.org/W1494198834","https://openalex.org/W1970914918","https://openalex.org/W2031342017","https://openalex.org/W2108874685","https://openalex.org/W2113066777","https://openalex.org/W2122849722","https://openalex.org/W2143612262","https://openalex.org/W2295598076","https://openalex.org/W2522253829","https://openalex.org/W2582146834","https://openalex.org/W2747329762","https://openalex.org/W2798739050","https://openalex.org/W2896457183","https://openalex.org/W2904302827","https://openalex.org/W2911489562","https://openalex.org/W2936774411","https://openalex.org/W2967096258","https://openalex.org/W2971258845","https://openalex.org/W2972640579","https://openalex.org/W2975059944","https://openalex.org/W2989440555","https://openalex.org/W3003690245","https://openalex.org/W3015803845","https://openalex.org/W3021469861","https://openalex.org/W3025165719","https://openalex.org/W3032105392","https://openalex.org/W3035260401","https://openalex.org/W3037573077","https://openalex.org/W3046375318","https://openalex.org/W3081988412","https://openalex.org/W3092171032","https://openalex.org/W3172427031","https://openalex.org/W3173510136","https://openalex.org/W3174082502","https://openalex.org/W3175655865","https://openalex.org/W3212108714","https://openalex.org/W4206660322","https://openalex.org/W4210437674","https://openalex.org/W4286750677","https://openalex.org/W4287114832"],"related_works":["https://openalex.org/W4299590256","https://openalex.org/W3163634122","https://openalex.org/W3119482857","https://openalex.org/W2919182614","https://openalex.org/W2166381389","https://openalex.org/W4393280045","https://openalex.org/W2054736184","https://openalex.org/W3159728998","https://openalex.org/W2677083173","https://openalex.org/W2485882820"],"abstract_inverted_index":{"Accurate":[0],"and":[1,89,104],"prompt":[2],"delivery":[3],"of":[4,70,184],"Emergency":[5,47],"Medical":[6,48],"Services":[7],"(EMS)":[8],"is":[9],"critical":[10],"in":[11,37,79,95],"emergency":[12],"incidents,":[13],"e.g.,":[14],"man-made":[15],"or":[16],"natural":[17],"disaster":[18],"areas.":[19],"However,":[20],"quickly":[21],"selecting":[22],"the":[23,29,57,64,84,126,153,165],"correct":[24],"EMS":[25,111,128,157,173],"protocol(s)":[26],"(which":[27],"dictate":[28],"medical":[30,39,96],"procedures":[31],"to":[32,35,116,151],"be":[33],"administered":[34],"patients)":[36],"complex":[38],"scenarios,":[40],"remains":[41],"a":[42,91,102],"key,":[43],"demanding":[44],"task":[45],"for":[46,66,156,179],"Technicians":[49],"(EMT).":[50],"In":[51],"this":[52],"paper,":[53],"we":[54],"present":[55,78],"EMSAssist,":[56],"first":[58,85],"end-to-end":[59,127,161,182],"mobile":[60],"voice":[61],"assistant":[62],"at":[63,164],"edge":[65,166],"EMS.":[67],"EMSAssist":[68,87,168],"consists":[69],"three":[71],"major":[72],"components":[73],"that":[74,100,145],"address":[75],"technical":[76],"challenges":[77],"state-of-the-art":[80,155],"solutions:":[81],"1)":[82],"For":[83],"time,":[86],"proposes":[88],"applies":[90],"few-sample":[92],"fine-tuning":[93],"technique":[94],"speech":[97,107],"recognition":[98],"task,":[99],"achieves":[101],"faster":[103],"more":[105,170],"accurate":[106],"transcription":[108],"on":[109],"our":[110,147],"audio":[112],"dataset,":[113],"when":[114],"compared":[115],"Google":[117],"Cloud":[118],"Speech-to-Text;":[119],"2)":[120],"A":[121,140],"WordPiece":[122],"tokenizer":[123],"helps":[124],"boosting":[125],"protocol":[129,158],"selection":[130],"accuracy":[131,176],"by":[132],"retrieving":[133],"useful":[134],"information":[135],"from":[136],"incorrect":[137],"transcriptions;":[138],"3)":[139],"novel":[141],"data":[142],"customization":[143],"framework":[144],"enables":[146],"data-driven":[148],"EMSMobileBERT":[149],"model":[150],"become":[152],"new":[154],"selection.":[159],"Extensive":[160],"evaluation":[162],"results":[163],"show":[167],"can":[169],"accurately":[171],"select":[172],"protocols":[174],"(Top-5":[175],"above":[177],"96%)":[178],"EMTs,":[180],"with":[181],"latencies":[183],"around":[185],"4.2":[186],"seconds.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
