{"id":"https://openalex.org/W3216347340","doi":"https://doi.org/10.1109/niles53778.2021.9600526","title":"Intelligent Arabic-Based Healthcare Assistant","display_name":"Intelligent Arabic-Based Healthcare Assistant","publication_year":2021,"publication_date":"2021-10-23","ids":{"openalex":"https://openalex.org/W3216347340","doi":"https://doi.org/10.1109/niles53778.2021.9600526","mag":"3216347340"},"language":"en","primary_location":{"id":"doi:10.1109/niles53778.2021.9600526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/niles53778.2021.9600526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 3rd Novel Intelligent and Leading Emerging Sciences Conference (NILES)","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/A5052494218","display_name":"Tasneem Wael","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Tasneem Wael","raw_affiliation_strings":["School of Engineering and Applied Sciences, Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Sciences, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103985857","display_name":"Ahmed Hesham","orcid":null},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed Hesham","raw_affiliation_strings":["School of Engineering and Applied Sciences, Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Sciences, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048616318","display_name":"Mohamed Youssef","orcid":"https://orcid.org/0009-0004-7581-8031"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Youssef","raw_affiliation_strings":["School of Engineering and Applied Sciences, Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Sciences, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081977547","display_name":"Omar Adel","orcid":"https://orcid.org/0009-0001-8742-3801"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Omar Adel","raw_affiliation_strings":["School of Engineering and Applied Sciences, Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Sciences, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048436638","display_name":"Hamis Hesham","orcid":"https://orcid.org/0000-0002-6967-1019"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hamis Hesham","raw_affiliation_strings":["Wireless Intelligent Networks Center (WINC), Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"Wireless Intelligent Networks Center (WINC), Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051901856","display_name":"M. Saeed Darweesh","orcid":"https://orcid.org/0000-0001-9684-3325"},"institutions":[{"id":"https://openalex.org/I57629906","display_name":"Nile University","ror":"https://ror.org/03cg7cp61","country_code":"EG","type":"education","lineage":["https://openalex.org/I57629906"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"M. Saeed Darweesh","raw_affiliation_strings":["School of Engineering and Applied Sciences, Nile University, Giza, Egypt","Wireless Intelligent Networks Center (WINC), Nile University, Giza, Egypt"],"affiliations":[{"raw_affiliation_string":"School of Engineering and Applied Sciences, Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]},{"raw_affiliation_string":"Wireless Intelligent Networks Center (WINC), Nile University, Giza, Egypt","institution_ids":["https://openalex.org/I57629906"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5052494218"],"corresponding_institution_ids":["https://openalex.org/I57629906"],"apc_list":null,"apc_paid":null,"fwci":1.1185,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.82729073,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"216","last_page":"221"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12128","display_name":"AI in Service Interactions","score":0.9684000015258789,"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/T12128","display_name":"AI in Service Interactions","score":0.9684000015258789,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9480999708175659,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/arabic","display_name":"Arabic","score":0.7500005960464478},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.664690375328064},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.578720211982727},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3476145267486572},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33321458101272583},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3271210491657257},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.10704657435417175}],"concepts":[{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.7500005960464478},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.664690375328064},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.578720211982727},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3476145267486572},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33321458101272583},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3271210491657257},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.10704657435417175},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","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},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/niles53778.2021.9600526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/niles53778.2021.9600526","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 3rd Novel Intelligent and Leading Emerging Sciences Conference (NILES)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.800000011920929,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2540218936","https://openalex.org/W2898155085","https://openalex.org/W2991070680","https://openalex.org/W3008110149","https://openalex.org/W3088592174","https://openalex.org/W3100530666","https://openalex.org/W3116641301","https://openalex.org/W3129831852","https://openalex.org/W3172838183","https://openalex.org/W3174530819","https://openalex.org/W6774526564","https://openalex.org/W6796614077"],"related_works":["https://openalex.org/W4249048193","https://openalex.org/W3000360420","https://openalex.org/W1931440630","https://openalex.org/W3172144307","https://openalex.org/W4396855230","https://openalex.org/W3184247917","https://openalex.org/W4235657630","https://openalex.org/W2331401504","https://openalex.org/W2620283452","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Text":[0],"classification":[1],"has":[2],"been":[3],"one":[4],"of":[5,118],"the":[6,37,98,139,142,146,152,156,168],"most":[7],"common":[8],"natural":[9],"language":[10],"processing":[11],"(NLP)":[12],"objectives":[13],"in":[14,29,36],"recent":[15],"years.":[16],"Compared":[17],"to":[18,97,141],"other":[19],"languages,":[20],"this":[21,34],"mission":[22],"with":[23,75,101,134,165,171],"Arabic":[24,47,56,99],"is":[25,41,64],"relatively":[26],"restricted":[27],"and":[28,33,87,91,112,122,137,174],"its":[30],"early":[31],"stages,":[32],"combination":[35],"medical":[38],"application":[39,63],"area":[40],"rare.":[42],"This":[43],"paper":[44],"builds":[45],"an":[46],"health":[48],"care":[49],"assistant,":[50],"specifically":[51],"a":[52,65,84,160],"pediatrician":[53],"that":[54,144,151],"supports":[55],"dialects,":[57],"especially":[58],"Egyptian":[59],"accents.":[60],"The":[61,114],"proposed":[62,115],"chatbot":[66],"based":[67],"on":[68],"Artificial":[69],"Intelligence":[70],"(AI)":[71],"models":[72,94,133],"after":[73],"experimenting":[74],"Two":[76],"Bidirectional":[77],"Encoder":[78],"Representations":[79],"from":[80,104],"Transformers":[81],"(BERT)":[82],"models,":[83],"pre-trained":[85],"BERT":[86,153],"Logistic":[88,163],"regression":[89,164],"TF-IDF":[90],"Doc2vec.":[92],"These":[93],"were":[95],"applied":[96],"dataset":[100],"different":[102,105],"dialects":[103],"couturiers":[106],"such":[107],"as":[108],"Egypt,":[109],"Saudi":[110],"Arabia,":[111],"Iraq.":[113],"system":[116],"consists":[117],"4":[119],"stages:":[120],"scrapping":[121],"collecting":[123],"data,":[124,136],"then":[125],"wrangling":[126],"it,":[127],"data":[128,130],"preprocessing,":[129],"extraction,":[131],"trained":[132],"new":[135],"connect":[138],"model":[140,154],"database":[143],"contains":[145],"answers.":[147],"Experimental":[148],"tests":[149],"showed":[150],"outperformed":[155],"others":[157],"by":[158],"getting":[159],"95%":[161],"Accuracy.":[162,176],"Doc2vec":[166],"was":[167],"second":[169],"best":[170],"71%":[172],"F-measure":[173],"73%":[175]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}