{"id":"https://openalex.org/W4389989133","doi":"https://doi.org/10.1109/ghtc56179.2023.10354650","title":"LLMs: A Promising New Tool for Improving Healthcare in Low-Resource Nations","display_name":"LLMs: A Promising New Tool for Improving Healthcare in Low-Resource Nations","publication_year":2023,"publication_date":"2023-10-12","ids":{"openalex":"https://openalex.org/W4389989133","doi":"https://doi.org/10.1109/ghtc56179.2023.10354650"},"language":"en","primary_location":{"id":"doi:10.1109/ghtc56179.2023.10354650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ghtc56179.2023.10354650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Global Humanitarian Technology Conference (GHTC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029464626","display_name":"Agasthya Gangavarapu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162901","display_name":"Strateji Ara\u015fd\u0131rmalar M\u0259rk\u0259zi","ror":"https://ror.org/05j0jp984","country_code":"AZ","type":"nonprofit","lineage":["https://openalex.org/I4210162901"]}],"countries":["AZ"],"is_corresponding":true,"raw_author_name":"Agasthya Gangavarapu","raw_affiliation_strings":["Safety4XR,Sammamish,WA,USA","Safety4XR, Sammamish, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Safety4XR,Sammamish,WA,USA","institution_ids":["https://openalex.org/I4210162901"]},{"raw_affiliation_string":"Safety4XR, Sammamish, WA, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5029464626"],"corresponding_institution_ids":["https://openalex.org/I4210162901"],"apc_list":null,"apc_paid":null,"fwci":0.7549,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.78347631,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"252","last_page":"255"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9176999926567078,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9176999926567078,"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/health-care","display_name":"Health care","score":0.710791826248169},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5444979667663574},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.49636322259902954},{"id":"https://openalex.org/keywords/sustainable-development","display_name":"Sustainable development","score":0.4537624716758728},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.42226383090019226},{"id":"https://openalex.org/keywords/public-relations","display_name":"Public relations","score":0.3567926287651062},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3258129060268402},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.2487068474292755},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.1987989842891693},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1918226182460785},{"id":"https://openalex.org/keywords/government","display_name":"Government (linguistics)","score":0.14619433879852295},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1283959448337555}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.710791826248169},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5444979667663574},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.49636322259902954},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.4537624716758728},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.42226383090019226},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.3567926287651062},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3258129060268402},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.2487068474292755},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.1987989842891693},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1918226182460785},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.14619433879852295},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1283959448337555},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ghtc56179.2023.10354650","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ghtc56179.2023.10354650","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE Global Humanitarian Technology Conference (GHTC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W4377009978","https://openalex.org/W4378189609","https://openalex.org/W4378509449","https://openalex.org/W4380291159","https://openalex.org/W6852248262","https://openalex.org/W6853251322"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2509147714","https://openalex.org/W2579473328","https://openalex.org/W46955353","https://openalex.org/W4239898203","https://openalex.org/W2955295882","https://openalex.org/W2603666417","https://openalex.org/W2145869671","https://openalex.org/W2563217655","https://openalex.org/W2353464116"],"abstract_inverted_index":{"This":[0,165],"paper":[1,166],"explores":[2],"the":[3,67,153,160,168,173,179,190],"potential":[4,169],"of":[5,70,135,155,181],"large":[6],"language":[7],"models":[8],"(LLMs)":[9],"in":[10,15,45,111,184],"addressing":[11,112],"healthcare":[12,75,114,124,185],"inequalities,":[13],"particularly":[14],"underserved":[16],"nations":[17],"with":[18,92],"provider":[19],"shortages,":[20],"limited":[21,68],"resources,":[22],"and":[23,36,72,94,104,121,132,137,141,144,163,172,186],"funding":[24],"constraints.":[25],"The":[26],"UN\u2019s":[27,191],"Sustainable":[28,192],"Development":[29,193],"Goal":[30,194],"3":[31],"aims":[32],"to":[33,54,65,100,150,177,188],"achieve":[34],"health":[35,98,102,109],"well-being":[37],"for":[38,81,119,175],"all,":[39],"but":[40],"disparities":[41],"persist.":[42],"Recent":[43],"advancements":[44],"LLMs,":[46],"exemplified":[47],"by":[48],"OpenAI\u2019s":[49],"GPT-4,":[50],"demonstrate":[51],"their":[52],"ability":[53],"surpass":[55],"human":[56],"performance":[57],"on":[58],"certain":[59],"medical":[60,117],"exams,":[61],"offering":[62],"an":[63],"opportunity":[64],"augment":[66],"number":[69],"physicians":[71],"meet":[73],"unmet":[74],"needs":[76],"affordably.":[77],"By":[78],"customizing":[79],"LLMs":[80,156,182],"healthcare,":[82],"various":[83],"applications":[84],"become":[85],"possible,":[86],"including":[87],"automating":[88],"patient":[89],"screening,":[90],"assisting":[91],"diagnosis":[93],"treatment,":[95],"enabling":[96],"virtual":[97],"assistants":[99],"track":[101],"indicators":[103],"educate":[105],"communities,":[106],"supporting":[107],"frontline":[108],"workers":[110],"basic":[113],"needs,":[115],"translating":[116],"knowledge":[118],"accessibility,":[120],"aiding":[122],"multilingual":[123],"providers.":[125],"However,":[126],"challenges":[127,162],"such":[128],"as":[129],"inadequate":[130],"data":[131],"infrastructure,":[133],"risks":[134],"bias":[136],"privacy":[138],"breaches,":[139],"cost":[140],"access":[142],"barriers,":[143],"security":[145],"threats":[146],"must":[147],"be":[148],"addressed":[149],"ensure":[151],"that":[152],"benefits":[154],"reach":[157],"communities":[158],"facing":[159],"greatest":[161],"threats.":[164],"highlights":[167],"benefits,":[170],"challenges,":[171],"need":[174],"collaboration":[176],"harness":[178],"power":[180],"effectively":[183],"contribute":[187],"achieving":[189],"3.":[195]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":8}],"updated_date":"2026-06-04T09:04:59.091469","created_date":"2025-10-10T00:00:00"}
